-------------------------------------------------------------------------------
      name:  <unnamed>
       log:  /hpc/group/econ/tmr17/Dropout-R1/src/data-cleaning/cps/IPUMS_CPS.l
> og
  log type:  text
 opened on:  29 Dec 2022, 09:37:58

. 
. global datpath "../../../data/cps/raw/"

. global clnpath "../../../data/cps/cleaned/"

. 
. !gunzip -f ${datpath}cps_00018.dat.gz


. quietly infix              ///
>   int     year      1-4    ///
>   long    serial    5-9    ///
>   byte    month     10-11  ///
>   double  cpsid     12-25  ///
>   byte    asecflag  26-26  ///
>   byte    hflag     27-27  ///
>   double  asecwth   28-38  ///
>   byte    pernum    39-40  ///
>   double  cpsidp    41-54  ///
>   double  asecwt    55-65  ///
>   byte    age       66-67  ///
>   byte    sex       68-68  ///
>   int     race      69-71  ///
>   int     occ2010   72-75  ///
>   int     ind       76-79  ///
>   int     educ      80-82  ///
>   byte    educ99    83-84  ///
>   using `"${datpath}cps_00018.dat"'

. !gzip -f ${datpath}cps_00018.dat


. 
. gen hwtsupp  = asecwth  / 10000

. gen wtsupp   = asecwt   / 10000

. 
. format hwtsupp  %11.4f

. format cpsid    %14.0f

. format cpsidp   %14.0f

. format wtsupp   %11.4f

. 
. label var year     `"Survey year"'

. label var serial   `"Household serial number"'

. label var hwtsupp  `"Household weight, Supplement"'

. label var cpsid    `"CPSID, household record"'

. label var asecflag `"Flag for ASEC"'

. label var hflag    `"Flag for the 3/8 file 2014"'

. label var month    `"Month"'

. label var pernum   `"Person number in sample unit"'

. label var cpsidp   `"CPSID, person record"'

. label var wtsupp   `"Supplement Weight"'

. label var age      `"Age"'

. label var sex      `"Sex"'

. label var race     `"Race"'

. label var educ     `"Educational attainment recode"'

. label var educ99   `"Educational attainment, 1990"'

. label var occ2010  `"Occupation, 2010 basis"'

. label var ind      `"Industry"'

. 
. label define asecflag_lbl 1 `"ASEC"'

. label define asecflag_lbl 2 `"March Basic"', add

. label values asecflag asecflag_lbl

. 
. label define hflag_lbl 0 `"5/8 file"'

. label define hflag_lbl 1 `"3/8 file"', add

. label values hflag hflag_lbl

. 
. label define month_lbl 01 `"January"'

. label define month_lbl 02 `"February"', add

. label define month_lbl 03 `"March"', add

. label define month_lbl 04 `"April"', add

. label define month_lbl 05 `"May"', add

. label define month_lbl 06 `"June"', add

. label define month_lbl 07 `"July"', add

. label define month_lbl 08 `"August"', add

. label define month_lbl 09 `"September"', add

. label define month_lbl 10 `"October"', add

. label define month_lbl 11 `"November"', add

. label define month_lbl 12 `"December"', add

. label values month month_lbl

. 
. label define age_lbl 00 `"Under 1 year"'

. label define age_lbl 01 `"1"', add

. label define age_lbl 02 `"2"', add

. label define age_lbl 03 `"3"', add

. label define age_lbl 04 `"4"', add

. label define age_lbl 05 `"5"', add

. label define age_lbl 06 `"6"', add

. label define age_lbl 07 `"7"', add

. label define age_lbl 08 `"8"', add

. label define age_lbl 09 `"9"', add

. label define age_lbl 10 `"10"', add

. label define age_lbl 11 `"11"', add

. label define age_lbl 12 `"12"', add

. label define age_lbl 13 `"13"', add

. label define age_lbl 14 `"14"', add

. label define age_lbl 15 `"15"', add

. label define age_lbl 16 `"16"', add

. label define age_lbl 17 `"17"', add

. label define age_lbl 18 `"18"', add

. label define age_lbl 19 `"19"', add

. label define age_lbl 20 `"20"', add

. label define age_lbl 21 `"21"', add

. label define age_lbl 22 `"22"', add

. label define age_lbl 23 `"23"', add

. label define age_lbl 24 `"24"', add

. label define age_lbl 25 `"25"', add

. label define age_lbl 26 `"26"', add

. label define age_lbl 27 `"27"', add

. label define age_lbl 28 `"28"', add

. label define age_lbl 29 `"29"', add

. label define age_lbl 30 `"30"', add

. label define age_lbl 31 `"31"', add

. label define age_lbl 32 `"32"', add

. label define age_lbl 33 `"33"', add

. label define age_lbl 34 `"34"', add

. label define age_lbl 35 `"35"', add

. label define age_lbl 36 `"36"', add

. label define age_lbl 37 `"37"', add

. label define age_lbl 38 `"38"', add

. label define age_lbl 39 `"39"', add

. label define age_lbl 40 `"40"', add

. label define age_lbl 41 `"41"', add

. label define age_lbl 42 `"42"', add

. label define age_lbl 43 `"43"', add

. label define age_lbl 44 `"44"', add

. label define age_lbl 45 `"45"', add

. label define age_lbl 46 `"46"', add

. label define age_lbl 47 `"47"', add

. label define age_lbl 48 `"48"', add

. label define age_lbl 49 `"49"', add

. label define age_lbl 50 `"50"', add

. label define age_lbl 51 `"51"', add

. label define age_lbl 52 `"52"', add

. label define age_lbl 53 `"53"', add

. label define age_lbl 54 `"54"', add

. label define age_lbl 55 `"55"', add

. label define age_lbl 56 `"56"', add

. label define age_lbl 57 `"57"', add

. label define age_lbl 58 `"58"', add

. label define age_lbl 59 `"59"', add

. label define age_lbl 60 `"60"', add

. label define age_lbl 61 `"61"', add

. label define age_lbl 62 `"62"', add

. label define age_lbl 63 `"63"', add

. label define age_lbl 64 `"64"', add

. label define age_lbl 65 `"65"', add

. label define age_lbl 66 `"66"', add

. label define age_lbl 67 `"67"', add

. label define age_lbl 68 `"68"', add

. label define age_lbl 69 `"69"', add

. label define age_lbl 70 `"70"', add

. label define age_lbl 71 `"71"', add

. label define age_lbl 72 `"72"', add

. label define age_lbl 73 `"73"', add

. label define age_lbl 74 `"74"', add

. label define age_lbl 75 `"75"', add

. label define age_lbl 76 `"76"', add

. label define age_lbl 77 `"77"', add

. label define age_lbl 78 `"78"', add

. label define age_lbl 79 `"79"', add

. label define age_lbl 80 `"80"', add

. label define age_lbl 81 `"81"', add

. label define age_lbl 82 `"82"', add

. label define age_lbl 83 `"83"', add

. label define age_lbl 84 `"84"', add

. label define age_lbl 85 `"85"', add

. label define age_lbl 86 `"86"', add

. label define age_lbl 87 `"87"', add

. label define age_lbl 88 `"88"', add

. label define age_lbl 89 `"89"', add

. label define age_lbl 90 `"90 (90+, 1988-2002)"', add

. label define age_lbl 91 `"91"', add

. label define age_lbl 92 `"92"', add

. label define age_lbl 93 `"93"', add

. label define age_lbl 94 `"94"', add

. label define age_lbl 95 `"95"', add

. label define age_lbl 96 `"96"', add

. label define age_lbl 97 `"97"', add

. label define age_lbl 98 `"98"', add

. label define age_lbl 99 `"99+"', add

. label values age age_lbl

. 
. label define sex_lbl 1 `"Male"'

. label define sex_lbl 2 `"Female"', add

. label define sex_lbl 9 `"NIU"', add

. label values sex sex_lbl

. 
. label define race_lbl 100 `"White"'

. label define race_lbl 200 `"Black/Negro"', add

. label define race_lbl 300 `"American Indian/Aleut/Eskimo"', add

. label define race_lbl 650 `"Asian or Pacific Islander"', add

. label define race_lbl 651 `"Asian only"', add

. label define race_lbl 652 `"Hawaiian/Pacific Islander only"', add

. label define race_lbl 700 `"Other (single) race, n.e.c."', add

. label define race_lbl 801 `"White-Black"', add

. label define race_lbl 802 `"White-American Indian"', add

. label define race_lbl 803 `"White-Asian"', add

. label define race_lbl 804 `"White-Hawaiian/Pacific Islander"', add

. label define race_lbl 805 `"Black-American Indian"', add

. label define race_lbl 806 `"Black-Asian"', add

. label define race_lbl 807 `"Black-Hawaiian/Pacific Islander"', add

. label define race_lbl 808 `"American Indian-Asian"', add

. label define race_lbl 809 `"Asian-Hawaiian/Pacific Islander"', add

. label define race_lbl 810 `"White-Black-American Indian"', add

. label define race_lbl 811 `"White-Black-Asian"', add

. label define race_lbl 812 `"White-American Indian-Asian"', add

. label define race_lbl 813 `"White-Asian-Hawaiian/Pacific Islander"', add

. label define race_lbl 814 `"White-Black-American Indian-Asian"', add

. label define race_lbl 815 `"American Indian-Hawaiian/Pacific Islander"', add

. label define race_lbl 816 `"White-Black--Hawaiian/Pacific Islander"', add

. label define race_lbl 817 `"White-American Indian-Hawaiian/Pacific Islander"'
> , add

. label define race_lbl 818 `"Black-American Indian-Asian"', add

. label define race_lbl 819 `"White-American Indian-Asian-Hawaiian/Pacific Isla
> nder"', add

. label define race_lbl 820 `"Two or three races, unspecified"', add

. label define race_lbl 830 `"Four or five races, unspecified"', add

. label define race_lbl 999 `"Blank"', add

. label values race race_lbl

. 
. label define educ_lbl 000 `"NIU or no schooling"'

. label define educ_lbl 001 `"NIU or blank"', add

. label define educ_lbl 002 `"None or preschool"', add

. label define educ_lbl 010 `"Grades 1, 2, 3, or 4"', add

. label define educ_lbl 011 `"Grade 1"', add

. label define educ_lbl 012 `"Grade 2"', add

. label define educ_lbl 013 `"Grade 3"', add

. label define educ_lbl 014 `"Grade 4"', add

. label define educ_lbl 020 `"Grades 5 or 6"', add

. label define educ_lbl 021 `"Grade 5"', add

. label define educ_lbl 022 `"Grade 6"', add

. label define educ_lbl 030 `"Grades 7 or 8"', add

. label define educ_lbl 031 `"Grade 7"', add

. label define educ_lbl 032 `"Grade 8"', add

. label define educ_lbl 040 `"Grade 9"', add

. label define educ_lbl 050 `"Grade 10"', add

. label define educ_lbl 060 `"Grade 11"', add

. label define educ_lbl 070 `"Grade 12"', add

. label define educ_lbl 071 `"12th grade, no diploma"', add

. label define educ_lbl 072 `"12th grade, diploma unclear"', add

. label define educ_lbl 073 `"High school diploma or equivalent"', add

. label define educ_lbl 080 `"1 year of college"', add

. label define educ_lbl 081 `"Some college but no degree"', add

. label define educ_lbl 090 `"2 years of college"', add

. label define educ_lbl 091 `"Associates degree, occupational/vocational progra
> m"', add

. label define educ_lbl 092 `"Associates degree, academic program"', add

. label define educ_lbl 100 `"3 years of college"', add

. label define educ_lbl 110 `"4 years of college"', add

. label define educ_lbl 111 `"Bachelors degree"', add

. label define educ_lbl 120 `"5+ years of college"', add

. label define educ_lbl 121 `"5 years of college"', add

. label define educ_lbl 122 `"6+ years of college"', add

. label define educ_lbl 123 `"Masters degree"', add

. label define educ_lbl 124 `"Professional school degree"', add

. label define educ_lbl 125 `"Doctorate degree"', add

. label define educ_lbl 999 `"Missing/Unknown"', add

. label values educ educ_lbl

. 
. label define educ99_lbl 00 `"NIU"'

. label define educ99_lbl 01 `"No school completed"', add

. label define educ99_lbl 04 `"1st-4th grade"', add

. label define educ99_lbl 05 `"5th-8th grade"', add

. label define educ99_lbl 06 `"9th grade"', add

. label define educ99_lbl 07 `"10th grade"', add

. label define educ99_lbl 08 `"11th grade"', add

. label define educ99_lbl 09 `"12th grade, no diploma"', add

. label define educ99_lbl 10 `"High school graduate, or GED"', add

. label define educ99_lbl 11 `"Some college, no degree"', add

. label define educ99_lbl 12 `"Associate degree, type of program not specified"
> ', add

. label define educ99_lbl 13 `"Associate degree, occupational program"', add

. label define educ99_lbl 14 `"Associate degree, academic program"', add

. label define educ99_lbl 15 `"Bachelors degree"', add

. label define educ99_lbl 16 `"Masters degree"', add

. label define educ99_lbl 17 `"Professional degree"', add

. label define educ99_lbl 18 `"Doctorate degree"', add

. label values educ99 educ99_lbl

. 
. label define occ2010_lbl 0010 `"Chief executives and legislators/public admin
> istration"'

. label define occ2010_lbl 0020 `"General and Operations Managers"', add

. label define occ2010_lbl 0030 `"Managers in Marketing, Advertising, and Publi
> c Relations"', add

. label define occ2010_lbl 0100 `"Administrative Services Managers"', add

. label define occ2010_lbl 0110 `"Computer and Information Systems Managers"', 
> add

. label define occ2010_lbl 0120 `"Financial Managers"', add

. label define occ2010_lbl 0130 `"Human Resources Managers"', add

. label define occ2010_lbl 0140 `"Industrial Production Managers"', add

. label define occ2010_lbl 0150 `"Purchasing Managers"', add

. label define occ2010_lbl 0160 `"Transportation, Storage, and Distribution Man
> agers"', add

. label define occ2010_lbl 0205 `"Farmers, Ranchers, and Other Agricultural Man
> agers"', add

. label define occ2010_lbl 0220 `"Constructions Managers"', add

. label define occ2010_lbl 0230 `"Education Administrators"', add

. label define occ2010_lbl 0300 `"Architectural and Engineering Managers"', add

. label define occ2010_lbl 0310 `"Food Service and Lodging Managers"', add

. label define occ2010_lbl 0320 `"Funeral Directors"', add

. label define occ2010_lbl 0330 `"Gaming Managers"', add

. label define occ2010_lbl 0350 `"Medical and Health Services Managers"', add

. label define occ2010_lbl 0360 `"Natural Science Managers"', add

. label define occ2010_lbl 0410 `"Property, Real Estate, and Community Associat
> ion Managers"', add

. label define occ2010_lbl 0420 `"Social and Community Service Managers"', add

. label define occ2010_lbl 0430 `"Managers, nec (including Postmasters)"', add

. label define occ2010_lbl 0500 `"Agents and Business Managers of Artists, Perf
> ormers, and Athletes"', add

. label define occ2010_lbl 0510 `"Buyers and Purchasing Agents, Farm Products"'
> , add

. label define occ2010_lbl 0520 `"Wholesale and Retail Buyers, Except Farm Prod
> ucts"', add

. label define occ2010_lbl 0530 `"Purchasing Agents, Except Wholesale, Retail, 
> and Farm Products"', add

. label define occ2010_lbl 0540 `"Claims Adjusters, Appraisers, Examiners, and 
> Investigators"', add

. label define occ2010_lbl 0560 `"Compliance Officers, Except Agriculture"', ad
> d

. label define occ2010_lbl 0600 `"Cost Estimators"', add

. label define occ2010_lbl 0620 `"Human Resources, Training, and Labor Relation
> s Specialists"', add

. label define occ2010_lbl 0700 `"Logisticians"', add

. label define occ2010_lbl 0710 `"Management Analysts"', add

. label define occ2010_lbl 0720 `"Meeting and Convention Planners"', add

. label define occ2010_lbl 0730 `"Other Business Operations and Management Spec
> ialists"', add

. label define occ2010_lbl 0800 `"Accountants and Auditors"', add

. label define occ2010_lbl 0810 `"Appraisers and Assessors of Real Estate"', ad
> d

. label define occ2010_lbl 0820 `"Budget Analysts"', add

. label define occ2010_lbl 0830 `"Credit Analysts"', add

. label define occ2010_lbl 0840 `"Financial Analysts"', add

. label define occ2010_lbl 0850 `"Personal Financial Advisors"', add

. label define occ2010_lbl 0860 `"Insurance Underwriters"', add

. label define occ2010_lbl 0900 `"Financial Examiners"', add

. label define occ2010_lbl 0910 `"Credit Counselors and Loan Officers"', add

. label define occ2010_lbl 0930 `"Tax Examiners and Collectors, and Revenue Age
> nts"', add

. label define occ2010_lbl 0940 `"Tax Preparers"', add

. label define occ2010_lbl 0950 `"Financial Specialists, nec"', add

. label define occ2010_lbl 1000 `"Computer Scientists and Systems Analysts/Netw
> ork systems Analysts/Web Developers"', add

. label define occ2010_lbl 1010 `"Computer Programmers"', add

. label define occ2010_lbl 1020 `"Software Developers, Applications and Systems
>  Software"', add

. label define occ2010_lbl 1050 `"Computer Support Specialists"', add

. label define occ2010_lbl 1060 `"Database Administrators"', add

. label define occ2010_lbl 1100 `"Network and Computer Systems Administrators"'
> , add

. label define occ2010_lbl 1200 `"Actuaries"', add

. label define occ2010_lbl 1220 `"Operations Research Analysts"', add

. label define occ2010_lbl 1230 `"Statisticians"', add

. label define occ2010_lbl 1240 `"Mathematical science occupations, nec"', add

. label define occ2010_lbl 1300 `"Architects, Except Naval"', add

. label define occ2010_lbl 1310 `"Surveyors, Cartographers, and Photogrammetris
> ts"', add

. label define occ2010_lbl 1320 `"Aerospace Engineers"', add

. label define occ2010_lbl 1350 `"Chemical Engineers"', add

. label define occ2010_lbl 1360 `"Civil Engineers"', add

. label define occ2010_lbl 1400 `"Computer Hardware Engineers"', add

. label define occ2010_lbl 1410 `"Electrical and Electronics Engineers"', add

. label define occ2010_lbl 1420 `"Environmental Engineers"', add

. label define occ2010_lbl 1430 `"Industrial Engineers, including Health and Sa
> fety"', add

. label define occ2010_lbl 1440 `"Marine Engineers and Naval Architects"', add

. label define occ2010_lbl 1450 `"Materials Engineers"', add

. label define occ2010_lbl 1460 `"Mechanical Engineers"', add

. label define occ2010_lbl 1520 `"Petroleum, mining and geological engineers, i
> ncluding mining safety engineers"', add

. label define occ2010_lbl 1530 `"Engineers, nec"', add

. label define occ2010_lbl 1540 `"Drafters"', add

. label define occ2010_lbl 1550 `"Engineering Technicians, Except Drafters"', a
> dd

. label define occ2010_lbl 1560 `"Surveying and Mapping Technicians"', add

. label define occ2010_lbl 1600 `"Agricultural and Food Scientists"', add

. label define occ2010_lbl 1610 `"Biological Scientists"', add

. label define occ2010_lbl 1640 `"Conservation Scientists and Foresters"', add

. label define occ2010_lbl 1650 `"Medical Scientists, and Life Scientists, All 
> Other"', add

. label define occ2010_lbl 1700 `"Astronomers and Physicists"', add

. label define occ2010_lbl 1710 `"Atmospheric and Space Scientists"', add

. label define occ2010_lbl 1720 `"Chemists and Materials Scientists"', add

. label define occ2010_lbl 1740 `"Environmental Scientists and Geoscientists"',
>  add

. label define occ2010_lbl 1760 `"Physical Scientists, nec"', add

. label define occ2010_lbl 1800 `"Economists and market researchers"', add

. label define occ2010_lbl 1820 `"Psychologists"', add

. label define occ2010_lbl 1830 `"Urban and Regional Planners"', add

. label define occ2010_lbl 1840 `"Social Scientists, nec"', add

. label define occ2010_lbl 1900 `"Agricultural and Food Science Technicians"', 
> add

. label define occ2010_lbl 1910 `"Biological Technicians"', add

. label define occ2010_lbl 1920 `"Chemical Technicians"', add

. label define occ2010_lbl 1930 `"Geological and Petroleum Technicians, and Nuc
> lear Technicians"', add

. label define occ2010_lbl 1960 `"Life, Physical, and Social Science Technician
> s, nec"', add

. label define occ2010_lbl 1980 `"Professional, Research, or Technical Workers,
>  nec"', add

. label define occ2010_lbl 2000 `"Counselors"', add

. label define occ2010_lbl 2010 `"Social Workers"', add

. label define occ2010_lbl 2020 `"Community and Social Service Specialists, nec
> "', add

. label define occ2010_lbl 2040 `"Clergy"', add

. label define occ2010_lbl 2050 `"Directors, Religious Activities and Education
> "', add

. label define occ2010_lbl 2060 `"Religious Workers, nec"', add

. label define occ2010_lbl 2100 `"Lawyers, and judges, magistrates, and other j
> udicial workers"', add

. label define occ2010_lbl 2140 `"Paralegals and Legal Assistants"', add

. label define occ2010_lbl 2150 `"Legal Support Workers, nec"', add

. label define occ2010_lbl 2200 `"Postsecondary Teachers"', add

. label define occ2010_lbl 2300 `"Preschool and Kindergarten Teachers"', add

. label define occ2010_lbl 2310 `"Elementary and Middle School Teachers"', add

. label define occ2010_lbl 2320 `"Secondary School Teachers"', add

. label define occ2010_lbl 2330 `"Special Education Teachers"', add

. label define occ2010_lbl 2340 `"Other Teachers and Instructors"', add

. label define occ2010_lbl 2400 `"Archivists, Curators, and Museum Technicians"
> ', add

. label define occ2010_lbl 2430 `"Librarians"', add

. label define occ2010_lbl 2440 `"Library Technicians"', add

. label define occ2010_lbl 2540 `"Teacher Assistants"', add

. label define occ2010_lbl 2550 `"Education, Training, and Library Workers, nec
> "', add

. label define occ2010_lbl 2600 `"Artists and Related Workers"', add

. label define occ2010_lbl 2630 `"Designers"', add

. label define occ2010_lbl 2700 `"Actors, Producers, and Directors"', add

. label define occ2010_lbl 2720 `"Athletes, Coaches, Umpires, and Related Worke
> rs"', add

. label define occ2010_lbl 2740 `"Dancers and Choreographers"', add

. label define occ2010_lbl 2750 `"Musicians, Singers, and Related Workers"', ad
> d

. label define occ2010_lbl 2760 `"Entertainers and Performers, Sports and Relat
> ed Workers, All Other"', add

. label define occ2010_lbl 2800 `"Announcers"', add

. label define occ2010_lbl 2810 `"Editors, News Analysts, Reporters, and Corres
> pondents"', add

. label define occ2010_lbl 2825 `"Public Relations Specialists"', add

. label define occ2010_lbl 2840 `"Technical Writers"', add

. label define occ2010_lbl 2850 `"Writers and Authors"', add

. label define occ2010_lbl 2860 `"Media and Communication Workers, nec"', add

. label define occ2010_lbl 2900 `"Broadcast and Sound Engineering Technicians a
> nd Radio Operators, and media and communication equipment workers, all other"
> ', add

. label define occ2010_lbl 2910 `"Photographers"', add

. label define occ2010_lbl 2920 `"Television, Video, and Motion Picture Camera 
> Operators and Editors"', add

. label define occ2010_lbl 3000 `"Chiropractors"', add

. label define occ2010_lbl 3010 `"Dentists"', add

. label define occ2010_lbl 3030 `"Dieticians and Nutritionists"', add

. label define occ2010_lbl 3040 `"Optometrists"', add

. label define occ2010_lbl 3050 `"Pharmacists"', add

. label define occ2010_lbl 3060 `"Physicians and Surgeons"', add

. label define occ2010_lbl 3110 `"Physician Assistants"', add

. label define occ2010_lbl 3120 `"Podiatrists"', add

. label define occ2010_lbl 3130 `"Registered Nurses"', add

. label define occ2010_lbl 3140 `"Audiologists"', add

. label define occ2010_lbl 3150 `"Occupational Therapists"', add

. label define occ2010_lbl 3160 `"Physical Therapists"', add

. label define occ2010_lbl 3200 `"Radiation Therapists"', add

. label define occ2010_lbl 3210 `"Recreational Therapists"', add

. label define occ2010_lbl 3220 `"Respiratory Therapists"', add

. label define occ2010_lbl 3230 `"Speech Language Pathologists"', add

. label define occ2010_lbl 3240 `"Therapists, nec"', add

. label define occ2010_lbl 3250 `"Veterinarians"', add

. label define occ2010_lbl 3260 `"Health Diagnosing and Treating Practitioners,
>  nec"', add

. label define occ2010_lbl 3300 `"Clinical Laboratory Technologists and Technic
> ians"', add

. label define occ2010_lbl 3310 `"Dental Hygienists"', add

. label define occ2010_lbl 3320 `"Diagnostic Related Technologists and Technici
> ans"', add

. label define occ2010_lbl 3400 `"Emergency Medical Technicians and Paramedics"
> ', add

. label define occ2010_lbl 3410 `"Health Diagnosing and Treating Practitioner S
> upport Technicians"', add

. label define occ2010_lbl 3500 `"Licensed Practical and Licensed Vocational Nu
> rses"', add

. label define occ2010_lbl 3510 `"Medical Records and Health Information Techni
> cians"', add

. label define occ2010_lbl 3520 `"Opticians, Dispensing"', add

. label define occ2010_lbl 3530 `"Health Technologists and Technicians, nec"', 
> add

. label define occ2010_lbl 3540 `"Healthcare Practitioners and Technical Occupa
> tions, nec"', add

. label define occ2010_lbl 3600 `"Nursing, Psychiatric, and Home Health Aides"'
> , add

. label define occ2010_lbl 3610 `"Occupational Therapy Assistants and Aides"', 
> add

. label define occ2010_lbl 3620 `"Physical Therapist Assistants and Aides"', ad
> d

. label define occ2010_lbl 3630 `"Massage Therapists"', add

. label define occ2010_lbl 3640 `"Dental Assistants"', add

. label define occ2010_lbl 3650 `"Medical Assistants and Other Healthcare Suppo
> rt Occupations, nec"', add

. label define occ2010_lbl 3700 `"First-Line Supervisors of Correctional Office
> rs"', add

. label define occ2010_lbl 3710 `"First-Line Supervisors of Police and Detectiv
> es"', add

. label define occ2010_lbl 3720 `"First-Line Supervisors of Fire Fighting and P
> revention Workers"', add

. label define occ2010_lbl 3730 `"Supervisors, Protective Service Workers, All 
> Other"', add

. label define occ2010_lbl 3740 `"Firefighters"', add

. label define occ2010_lbl 3750 `"Fire Inspectors"', add

. label define occ2010_lbl 3800 `"Sheriffs, Bailiffs, Correctional Officers, an
> d Jailers"', add

. label define occ2010_lbl 3820 `"Police Officers and Detectives"', add

. label define occ2010_lbl 3900 `"Animal Control"', add

. label define occ2010_lbl 3910 `"Private Detectives and Investigators"', add

. label define occ2010_lbl 3930 `"Security Guards and Gaming Surveillance Offic
> ers"', add

. label define occ2010_lbl 3940 `"Crossing Guards"', add

. label define occ2010_lbl 3950 `"Law enforcement workers, nec"', add

. label define occ2010_lbl 4000 `"Chefs and Cooks"', add

. label define occ2010_lbl 4010 `"First-Line Supervisors of Food Preparation an
> d Serving Workers"', add

. label define occ2010_lbl 4030 `"Food Preparation Workers"', add

. label define occ2010_lbl 4040 `"Bartenders"', add

. label define occ2010_lbl 4050 `"Combined Food Preparation and Serving Workers
> , Including Fast Food"', add

. label define occ2010_lbl 4060 `"Counter Attendant, Cafeteria, Food Concession
> , and Coffee Shop"', add

. label define occ2010_lbl 4110 `"Waiters and Waitresses"', add

. label define occ2010_lbl 4120 `"Food Servers, Nonrestaurant"', add

. label define occ2010_lbl 4130 `"Food preparation and serving related workers,
>  nec"', add

. label define occ2010_lbl 4140 `"Dishwashers"', add

. label define occ2010_lbl 4150 `"Host and Hostesses, Restaurant, Lounge, and C
> offee Shop"', add

. label define occ2010_lbl 4200 `"First-Line Supervisors of Housekeeping and Ja
> nitorial Workers"', add

. label define occ2010_lbl 4210 `"First-Line Supervisors of Landscaping, Lawn S
> ervice, and Groundskeeping Workers"', add

. label define occ2010_lbl 4220 `"Janitors and Building Cleaners"', add

. label define occ2010_lbl 4230 `"Maids and Housekeeping Cleaners"', add

. label define occ2010_lbl 4240 `"Pest Control Workers"', add

. label define occ2010_lbl 4250 `"Grounds Maintenance Workers"', add

. label define occ2010_lbl 4300 `"First-Line Supervisors of Gaming Workers"', a
> dd

. label define occ2010_lbl 4320 `"First-Line Supervisors of Personal Service Wo
> rkers"', add

. label define occ2010_lbl 4340 `"Animal Trainers"', add

. label define occ2010_lbl 4350 `"Nonfarm Animal Caretakers"', add

. label define occ2010_lbl 4400 `"Gaming Services Workers"', add

. label define occ2010_lbl 4420 `"Ushers, Lobby Attendants, and Ticket Takers"'
> , add

. label define occ2010_lbl 4430 `"Entertainment Attendants and Related Workers,
>  nec"', add

. label define occ2010_lbl 4460 `"Funeral Service Workers and Embalmers"', add

. label define occ2010_lbl 4500 `"Barbers"', add

. label define occ2010_lbl 4510 `"Hairdressers, Hairstylists, and Cosmetologist
> s"', add

. label define occ2010_lbl 4520 `"Personal Appearance Workers, nec"', add

. label define occ2010_lbl 4530 `"Baggage Porters, Bellhops, and Concierges"', 
> add

. label define occ2010_lbl 4540 `"Tour and Travel Guides"', add

. label define occ2010_lbl 4600 `"Childcare Workers"', add

. label define occ2010_lbl 4610 `"Personal Care Aides"', add

. label define occ2010_lbl 4620 `"Recreation and Fitness Workers"', add

. label define occ2010_lbl 4640 `"Residential Advisors"', add

. label define occ2010_lbl 4650 `"Personal Care and Service Workers, All Other"
> ', add

. label define occ2010_lbl 4700 `"First-Line Supervisors of Sales Workers"', ad
> d

. label define occ2010_lbl 4720 `"Cashiers"', add

. label define occ2010_lbl 4740 `"Counter and Rental Clerks"', add

. label define occ2010_lbl 4750 `"Parts Salespersons"', add

. label define occ2010_lbl 4760 `"Retail Salespersons"', add

. label define occ2010_lbl 4800 `"Advertising Sales Agents"', add

. label define occ2010_lbl 4810 `"Insurance Sales Agents"', add

. label define occ2010_lbl 4820 `"Securities, Commodities, and Financial Servic
> es Sales Agents"', add

. label define occ2010_lbl 4830 `"Travel Agents"', add

. label define occ2010_lbl 4840 `"Sales Representatives, Services, All Other"',
>  add

. label define occ2010_lbl 4850 `"Sales Representatives, Wholesale and Manufact
> uring"', add

. label define occ2010_lbl 4900 `"Models, Demonstrators, and Product Promoters"
> ', add

. label define occ2010_lbl 4920 `"Real Estate Brokers and Sales Agents"', add

. label define occ2010_lbl 4930 `"Sales Engineers"', add

. label define occ2010_lbl 4940 `"Telemarketers"', add

. label define occ2010_lbl 4950 `"Door-to-Door Sales Workers, News and Street V
> endors, and Related Workers"', add

. label define occ2010_lbl 4965 `"Sales and Related Workers, All Other"', add

. label define occ2010_lbl 5000 `"First-Line Supervisors of Office and Administ
> rative Support Workers"', add

. label define occ2010_lbl 5010 `"Switchboard Operators, Including Answering Se
> rvice"', add

. label define occ2010_lbl 5020 `"Telephone Operators"', add

. label define occ2010_lbl 5030 `"Communications Equipment Operators, All Other
> "', add

. label define occ2010_lbl 5100 `"Bill and Account Collectors"', add

. label define occ2010_lbl 5110 `"Billing and Posting Clerks"', add

. label define occ2010_lbl 5120 `"Bookkeeping, Accounting, and Auditing Clerks"
> ', add

. label define occ2010_lbl 5130 `"Gaming Cage Workers"', add

. label define occ2010_lbl 5140 `"Payroll and Timekeeping Clerks"', add

. label define occ2010_lbl 5150 `"Procurement Clerks"', add

. label define occ2010_lbl 5160 `"Bank Tellers"', add

. label define occ2010_lbl 5165 `"Financial Clerks, nec"', add

. label define occ2010_lbl 5200 `"Brokerage Clerks"', add

. label define occ2010_lbl 5220 `"Court, Municipal, and License Clerks"', add

. label define occ2010_lbl 5230 `"Credit Authorizers, Checkers, and Clerks"', a
> dd

. label define occ2010_lbl 5240 `"Customer Service Representatives"', add

. label define occ2010_lbl 5250 `"Eligibility Interviewers, Government Programs
> "', add

. label define occ2010_lbl 5260 `"File Clerks"', add

. label define occ2010_lbl 5300 `"Hotel, Motel, and Resort Desk Clerks"', add

. label define occ2010_lbl 5310 `"Interviewers, Except Eligibility and Loan"', 
> add

. label define occ2010_lbl 5320 `"Library Assistants, Clerical"', add

. label define occ2010_lbl 5330 `"Loan Interviewers and Clerks"', add

. label define occ2010_lbl 5340 `"New Account Clerks"', add

. label define occ2010_lbl 5350 `"Correspondent clerks and order clerks"', add

. label define occ2010_lbl 5360 `"Human Resources Assistants, Except Payroll an
> d Timekeeping"', add

. label define occ2010_lbl 5400 `"Receptionists and Information Clerks"', add

. label define occ2010_lbl 5410 `"Reservation and Transportation Ticket Agents 
> and Travel Clerks"', add

. label define occ2010_lbl 5420 `"Information and Record Clerks, All Other"', a
> dd

. label define occ2010_lbl 5500 `"Cargo and Freight Agents"', add

. label define occ2010_lbl 5510 `"Couriers and Messengers"', add

. label define occ2010_lbl 5520 `"Dispatchers"', add

. label define occ2010_lbl 5530 `"Meter Readers, Utilities"', add

. label define occ2010_lbl 5540 `"Postal Service Clerks"', add

. label define occ2010_lbl 5550 `"Postal Service Mail Carriers"', add

. label define occ2010_lbl 5560 `"Postal Service Mail Sorters, Processors, and 
> Processing Machine Operators"', add

. label define occ2010_lbl 5600 `"Production, Planning, and Expediting Clerks"'
> , add

. label define occ2010_lbl 5610 `"Shipping, Receiving, and Traffic Clerks"', ad
> d

. label define occ2010_lbl 5620 `"Stock Clerks and Order Fillers"', add

. label define occ2010_lbl 5630 `"Weighers, Measurers, Checkers, and Samplers, 
> Recordkeeping"', add

. label define occ2010_lbl 5700 `"Secretaries and Administrative Assistants"', 
> add

. label define occ2010_lbl 5800 `"Computer Operators"', add

. label define occ2010_lbl 5810 `"Data Entry Keyers"', add

. label define occ2010_lbl 5820 `"Word Processors and Typists"', add

. label define occ2010_lbl 5840 `"Insurance Claims and Policy Processing Clerks
> "', add

. label define occ2010_lbl 5850 `"Mail Clerks and Mail Machine Operators, Excep
> t Postal Service"', add

. label define occ2010_lbl 5860 `"Office Clerks, General"', add

. label define occ2010_lbl 5900 `"Office Machine Operators, Except Computer"', 
> add

. label define occ2010_lbl 5910 `"Proofreaders and Copy Markers"', add

. label define occ2010_lbl 5920 `"Statistical Assistants"', add

. label define occ2010_lbl 5940 `"Office and administrative support workers, ne
> c"', add

. label define occ2010_lbl 6005 `"First-Line Supervisors of Farming, Fishing, a
> nd Forestry Workers"', add

. label define occ2010_lbl 6010 `"Agricultural Inspectors"', add

. label define occ2010_lbl 6040 `"Graders and Sorters, Agricultural Products"',
>  add

. label define occ2010_lbl 6050 `"Agricultural workers, nec"', add

. label define occ2010_lbl 6100 `"Fishing and hunting workers"', add

. label define occ2010_lbl 6120 `"Forest and Conservation Workers"', add

. label define occ2010_lbl 6130 `"Logging Workers"', add

. label define occ2010_lbl 6200 `"First-Line Supervisors of Construction Trades
>  and Extraction Workers"', add

. label define occ2010_lbl 6210 `"Boilermakers"', add

. label define occ2010_lbl 6220 `"Brickmasons, Blockmasons, and Stonemasons"', 
> add

. label define occ2010_lbl 6230 `"Carpenters"', add

. label define occ2010_lbl 6240 `"Carpet, Floor, and Tile Installers and Finish
> ers"', add

. label define occ2010_lbl 6250 `"Cement Masons, Concrete Finishers, and Terraz
> zo Workers"', add

. label define occ2010_lbl 6260 `"Construction Laborers"', add

. label define occ2010_lbl 6300 `"Paving, Surfacing, and Tamping Equipment Oper
> ators"', add

. label define occ2010_lbl 6320 `"Construction equipment operators except pavin
> g, surfacing, and tamping equipment operators"', add

. label define occ2010_lbl 6330 `"Drywall Installers, Ceiling Tile Installers, 
> and Tapers"', add

. label define occ2010_lbl 6355 `"Electricians"', add

. label define occ2010_lbl 6360 `"Glaziers"', add

. label define occ2010_lbl 6400 `"Insulation Workers"', add

. label define occ2010_lbl 6420 `"Painters, Construction and Maintenance"', add

. label define occ2010_lbl 6430 `"Paperhangers"', add

. label define occ2010_lbl 6440 `"Pipelayers, Plumbers, Pipefitters, and Steamf
> itters"', add

. label define occ2010_lbl 6460 `"Plasterers and Stucco Masons"', add

. label define occ2010_lbl 6500 `"Reinforcing Iron and Rebar Workers"', add

. label define occ2010_lbl 6515 `"Roofers"', add

. label define occ2010_lbl 6520 `"Sheet Metal Workers, metal-working"', add

. label define occ2010_lbl 6530 `"Structural Iron and Steel Workers"', add

. label define occ2010_lbl 6600 `"Helpers, Construction Trades"', add

. label define occ2010_lbl 6660 `"Construction and Building Inspectors"', add

. label define occ2010_lbl 6700 `"Elevator Installers and Repairers"', add

. label define occ2010_lbl 6710 `"Fence Erectors"', add

. label define occ2010_lbl 6720 `"Hazardous Materials Removal Workers"', add

. label define occ2010_lbl 6730 `"Highway Maintenance Workers"', add

. label define occ2010_lbl 6740 `"Rail-Track Laying and Maintenance Equipment O
> perators"', add

. label define occ2010_lbl 6765 `"Construction workers, nec"', add

. label define occ2010_lbl 6800 `"Derrick, rotary drill, and service unit opera
> tors, and roustabouts, oil, gas, and mining"', add

. label define occ2010_lbl 6820 `"Earth Drillers, Except Oil and Gas"', add

. label define occ2010_lbl 6830 `"Explosives Workers, Ordnance Handling Experts
> , and Blasters"', add

. label define occ2010_lbl 6840 `"Mining Machine Operators"', add

. label define occ2010_lbl 6940 `"Extraction workers, nec"', add

. label define occ2010_lbl 7000 `"First-Line Supervisors of Mechanics, Installe
> rs, and Repairers"', add

. label define occ2010_lbl 7010 `"Computer, Automated Teller, and Office Machin
> e Repairers"', add

. label define occ2010_lbl 7020 `"Radio and Telecommunications Equipment Instal
> lers and Repairers"', add

. label define occ2010_lbl 7030 `"Avionics Technicians"', add

. label define occ2010_lbl 7040 `"Electric Motor, Power Tool, and Related Repai
> rers"', add

. label define occ2010_lbl 7100 `"Electrical and electronics repairers, transpo
> rtation equipment, and industrial and utility"', add

. label define occ2010_lbl 7110 `"Electronic Equipment Installers and Repairers
> , Motor Vehicles"', add

. label define occ2010_lbl 7120 `"Electronic Home Entertainment Equipment Insta
> llers and Repairers"', add

. label define occ2010_lbl 7125 `"Electronic Repairs, nec"', add

. label define occ2010_lbl 7130 `"Security and Fire Alarm Systems Installers"',
>  add

. label define occ2010_lbl 7140 `"Aircraft Mechanics and Service Technicians"',
>  add

. label define occ2010_lbl 7150 `"Automotive Body and Related Repairers"', add

. label define occ2010_lbl 7160 `"Automotive Glass Installers and Repairers"', 
> add

. label define occ2010_lbl 7200 `"Automotive Service Technicians and Mechanics"
> ', add

. label define occ2010_lbl 7210 `"Bus and Truck Mechanics and Diesel Engine Spe
> cialists"', add

. label define occ2010_lbl 7220 `"Heavy Vehicle and Mobile Equipment Service Te
> chnicians and Mechanics"', add

. label define occ2010_lbl 7240 `"Small Engine Mechanics"', add

. label define occ2010_lbl 7260 `"Vehicle and Mobile Equipment Mechanics, Insta
> llers, and Repairers, nec"', add

. label define occ2010_lbl 7300 `"Control and Valve Installers and Repairers"',
>  add

. label define occ2010_lbl 7315 `"Heating, Air Conditioning, and Refrigeration 
> Mechanics and Installers"', add

. label define occ2010_lbl 7320 `"Home Appliance Repairers"', add

. label define occ2010_lbl 7330 `"Industrial and Refractory Machinery Mechanics
> "', add

. label define occ2010_lbl 7340 `"Maintenance and Repair Workers, General"', ad
> d

. label define occ2010_lbl 7350 `"Maintenance Workers, Machinery"', add

. label define occ2010_lbl 7360 `"Millwrights"', add

. label define occ2010_lbl 7410 `"Electrical Power-Line Installers and Repairer
> s"', add

. label define occ2010_lbl 7420 `"Telecommunications Line Installers and Repair
> ers"', add

. label define occ2010_lbl 7430 `"Precision Instrument and Equipment Repairers"
> ', add

. label define occ2010_lbl 7510 `"Coin, Vending, and Amusement Machine Servicer
> s and Repairers"', add

. label define occ2010_lbl 7540 `"Locksmiths and Safe Repairers"', add

. label define occ2010_lbl 7550 `"Manufactured Building and Mobile Home Install
> ers"', add

. label define occ2010_lbl 7560 `"Riggers"', add

. label define occ2010_lbl 7610 `"Helpers--Installation, Maintenance, and Repai
> r Workers"', add

. label define occ2010_lbl 7630 `"Other Installation, Maintenance, and Repair W
> orkers Including Wind Turbine Service Technicians, and Commercial Divers, and
>  Signal and Track Switch Repairers"', add

. label define occ2010_lbl 7700 `"First-Line Supervisors of Production and Oper
> ating Workers"', add

. label define occ2010_lbl 7710 `"Aircraft Structure, Surfaces, Rigging, and Sy
> stems Assemblers"', add

. label define occ2010_lbl 7720 `"Electrical, Electronics, and Electromechanica
> l Assemblers"', add

. label define occ2010_lbl 7730 `"Engine and Other Machine Assemblers"', add

. label define occ2010_lbl 7740 `"Structural Metal Fabricators and Fitters"', a
> dd

. label define occ2010_lbl 7750 `"Assemblers and Fabricators, nec"', add

. label define occ2010_lbl 7800 `"Bakers"', add

. label define occ2010_lbl 7810 `"Butchers and Other Meat, Poultry, and Fish Pr
> ocessing Workers"', add

. label define occ2010_lbl 7830 `"Food and Tobacco Roasting, Baking, and Drying
>  Machine Operators and Tenders"', add

. label define occ2010_lbl 7840 `"Food Batchmakers"', add

. label define occ2010_lbl 7850 `"Food Cooking Machine Operators and Tenders"',
>  add

. label define occ2010_lbl 7855 `"Food Processing, nec"', add

. label define occ2010_lbl 7900 `"Computer Control Programmers and Operators"',
>  add

. label define occ2010_lbl 7920 `"Extruding and Drawing Machine Setters, Operat
> ors, and Tenders, Metal and Plastic"', add

. label define occ2010_lbl 7930 `"Forging Machine Setters, Operators, and Tende
> rs, Metal and Plastic"', add

. label define occ2010_lbl 7940 `"Rolling Machine Setters, Operators, and Tende
> rs, metal and Plastic"', add

. label define occ2010_lbl 7950 `"Cutting, Punching, and Press Machine Setters,
>  Operators, and Tenders, Metal and Plastic"', add

. label define occ2010_lbl 7960 `"Drilling and Boring Machine Tool Setters, Ope
> rators, and Tenders, Metal and Plastic"', add

. label define occ2010_lbl 8000 `"Grinding, Lapping, Polishing, and Buffing Mac
> hine Tool Setters, Operators, and Tenders, Metal and Plastic"', add

. label define occ2010_lbl 8010 `"Lathe and Turning Machine Tool Setters, Opera
> tors, and Tenders, Metal and Plastic"', add

. label define occ2010_lbl 8030 `"Machinists"', add

. label define occ2010_lbl 8040 `"Metal Furnace Operators, Tenders, Pourers, an
> d Casters"', add

. label define occ2010_lbl 8060 `"Model Makers and Patternmakers, Metal and Pla
> stic"', add

. label define occ2010_lbl 8100 `"Molders and Molding Machine Setters, Operator
> s, and Tenders, Metal and Plastic"', add

. label define occ2010_lbl 8130 `"Tool and Die Makers"', add

. label define occ2010_lbl 8140 `"Welding, Soldering, and Brazing Workers"', ad
> d

. label define occ2010_lbl 8150 `"Heat Treating Equipment Setters, Operators, a
> nd Tenders, Metal and Plastic"', add

. label define occ2010_lbl 8200 `"Plating and Coating Machine Setters, Operator
> s, and Tenders, Metal and Plastic"', add

. label define occ2010_lbl 8210 `"Tool Grinders, Filers, and Sharpeners"', add

. label define occ2010_lbl 8220 `"Metal workers and plastic workers, nec"', add

. label define occ2010_lbl 8230 `"Bookbinders, Printing Machine Operators, and 
> Job Printers"', add

. label define occ2010_lbl 8250 `"Prepress Technicians and Workers"', add

. label define occ2010_lbl 8300 `"Laundry and Dry-Cleaning Workers"', add

. label define occ2010_lbl 8310 `"Pressers, Textile, Garment, and Related Mater
> ials"', add

. label define occ2010_lbl 8320 `"Sewing Machine Operators"', add

. label define occ2010_lbl 8330 `"Shoe and Leather Workers and Repairers"', add

. label define occ2010_lbl 8340 `"Shoe Machine Operators and Tenders"', add

. label define occ2010_lbl 8350 `"Tailors, Dressmakers, and Sewers"', add

. label define occ2010_lbl 8400 `"Textile bleaching and dyeing, and cutting mac
> hine setters, operators, and tenders"', add

. label define occ2010_lbl 8410 `"Textile Knitting and Weaving Machine Setters,
>  Operators, and Tenders"', add

. label define occ2010_lbl 8420 `"Textile Winding, Twisting, and Drawing Out Ma
> chine Setters, Operators, and Tenders"', add

. label define occ2010_lbl 8450 `"Upholsterers"', add

. label define occ2010_lbl 8460 `"Textile, Apparel, and Furnishings workers, ne
> c"', add

. label define occ2010_lbl 8500 `"Cabinetmakers and Bench Carpenters"', add

. label define occ2010_lbl 8510 `"Furniture Finishers"', add

. label define occ2010_lbl 8530 `"Sawing Machine Setters, Operators, and Tender
> s, Wood"', add

. label define occ2010_lbl 8540 `"Woodworking Machine Setters, Operators, and T
> enders, Except Sawing"', add

. label define occ2010_lbl 8550 `"Woodworkers including model makers and patter
> nmakers, nec"', add

. label define occ2010_lbl 8600 `"Power Plant Operators, Distributors, and Disp
> atchers"', add

. label define occ2010_lbl 8610 `"Stationary Engineers and Boiler Operators"', 
> add

. label define occ2010_lbl 8620 `"Water Wastewater Treatment Plant and System O
> perators"', add

. label define occ2010_lbl 8630 `"Plant and System Operators, nec"', add

. label define occ2010_lbl 8640 `"Chemical Processing Machine Setters, Operator
> s, and Tenders"', add

. label define occ2010_lbl 8650 `"Crushing, Grinding, Polishing, Mixing, and Bl
> ending Workers"', add

. label define occ2010_lbl 8710 `"Cutting Workers"', add

. label define occ2010_lbl 8720 `"Extruding, Forming, Pressing, and Compacting 
> Machine Setters, Operators, and Tenders"', add

. label define occ2010_lbl 8730 `"Furnace, Kiln, Oven, Drier, and Kettle Operat
> ors and Tenders"', add

. label define occ2010_lbl 8740 `"Inspectors, Testers, Sorters, Samplers, and W
> eighers"', add

. label define occ2010_lbl 8750 `"Jewelers and Precious Stone and Metal Workers
> "', add

. label define occ2010_lbl 8760 `"Medical, Dental, and Ophthalmic Laboratory Te
> chnicians"', add

. label define occ2010_lbl 8800 `"Packaging and Filling Machine Operators and T
> enders"', add

. label define occ2010_lbl 8810 `"Painting Workers and Dyers"', add

. label define occ2010_lbl 8830 `"Photographic Process Workers and Processing M
> achine Operators"', add

. label define occ2010_lbl 8850 `"Adhesive Bonding Machine Operators and Tender
> s"', add

. label define occ2010_lbl 8860 `"Cleaning, Washing, and Metal Pickling Equipme
> nt Operators and Tenders"', add

. label define occ2010_lbl 8910 `"Etchers, Engravers, and Lithographers"', add

. label define occ2010_lbl 8920 `"Molders, Shapers, and Casters, Except Metal a
> nd Plastic"', add

. label define occ2010_lbl 8930 `"Paper Goods Machine Setters, Operators, and T
> enders"', add

. label define occ2010_lbl 8940 `"Tire Builders"', add

. label define occ2010_lbl 8950 `"Helpers--Production Workers"', add

. label define occ2010_lbl 8965 `"Other production workers including semiconduc
> tor processors and cooling and freezing equipment operators"', add

. label define occ2010_lbl 9000 `"Supervisors of Transportation and Material Mo
> ving Workers"', add

. label define occ2010_lbl 9030 `"Aircraft Pilots and Flight Engineers"', add

. label define occ2010_lbl 9040 `"Air Traffic Controllers and Airfield Operatio
> ns Specialists"', add

. label define occ2010_lbl 9050 `"Flight Attendants and Transportation Workers 
> and Attendants"', add

. label define occ2010_lbl 9100 `"Bus and Ambulance Drivers and Attendants"', a
> dd

. label define occ2010_lbl 9130 `"Driver/Sales Workers and Truck Drivers"', add

. label define occ2010_lbl 9140 `"Taxi Drivers and Chauffeurs"', add

. label define occ2010_lbl 9150 `"Motor Vehicle Operators, All Other"', add

. label define occ2010_lbl 9200 `"Locomotive Engineers and Operators"', add

. label define occ2010_lbl 9230 `"Railroad Brake, Signal, and Switch Operators"
> ', add

. label define occ2010_lbl 9240 `"Railroad Conductors and Yardmasters"', add

. label define occ2010_lbl 9260 `"Subway, Streetcar, and Other Rail Transportat
> ion Workers"', add

. label define occ2010_lbl 9300 `"Sailors and marine oilers, and ship engineers
> "', add

. label define occ2010_lbl 9310 `"Ship and Boat Captains and Operators"', add

. label define occ2010_lbl 9350 `"Parking Lot Attendants"', add

. label define occ2010_lbl 9360 `"Automotive and Watercraft Service Attendants"
> ', add

. label define occ2010_lbl 9410 `"Transportation Inspectors"', add

. label define occ2010_lbl 9420 `"Transportation workers, nec"', add

. label define occ2010_lbl 9510 `"Crane and Tower Operators"', add

. label define occ2010_lbl 9520 `"Dredge, Excavating, and Loading Machine Opera
> tors"', add

. label define occ2010_lbl 9560 `"Conveyor operators and tenders, and hoist and
>  winch operators"', add

. label define occ2010_lbl 9600 `"Industrial Truck and Tractor Operators"', add

. label define occ2010_lbl 9610 `"Cleaners of Vehicles and Equipment"', add

. label define occ2010_lbl 9620 `"Laborers and Freight, Stock, and Material Mov
> ers, Hand"', add

. label define occ2010_lbl 9630 `"Machine Feeders and Offbearers"', add

. label define occ2010_lbl 9640 `"Packers and Packagers, Hand"', add

. label define occ2010_lbl 9650 `"Pumping Station Operators"', add

. label define occ2010_lbl 9720 `"Refuse and Recyclable Material Collectors"', 
> add

. label define occ2010_lbl 9750 `"Material moving workers, nec"', add

. label define occ2010_lbl 9800 `"Military Officer Special and Tactical Operati
> ons Leaders"', add

. label define occ2010_lbl 9810 `"First-Line Enlisted Military Supervisors"', a
> dd

. label define occ2010_lbl 9820 `"Military Enlisted Tactical Operations and Air
> /Weapons Specialists and Crew Members"', add

. label define occ2010_lbl 9830 `"Military, Rank Not Specified"', add

. label define occ2010_lbl 9920 `"Unemployed, with No Work Experience in the La
> st 5 Years or Earlier or Never Worked"', add

. label define occ2010_lbl 9999 `"Unknown"', add

. label values occ2010 occ2010_lbl

. 
. label define occ2010_3d_lbl 001 "Chief executives and legislators/public admi
> nistration" 002 "General and Operations Managers" 003 "Managers in Marketing,
>  Advertising, and Public Relations" 010 "Administrative Services Managers" 01
> 1 "Computer and Information Systems Managers" 012 "Financial Managers" 013 "H
> uman Resources Managers" 014 "Industrial Production Managers" 015 "Purchasing
>  Managers" 016 "Transportation, Storage, and Distribution Managers" 020 "Farm
> ers, Ranchers, and Other Agricultural Managers" 022 "Constructions Managers" 
> 023 "Education Administrators" 030 "Architectural and Engineering Managers" 0
> 31 "Food Service and Lodging Managers" 032 "Funeral Directors" 033 "Gaming Ma
> nagers" 035 "Medical and Health Services Managers" 036 "Natural Science Manag
> ers" 041 "Property, Real Estate, and Community Association Managers" 042 "Soc
> ial and Community Service Managers" 043 "Managers, nec (including Postmasters
> )" 050 "Agents and Business Managers of Artists, Performers, and Athletes" 05
> 1 "Buyers and Purchasing Agents, Farm Products" 052 "Wholesale and Retail Buy
> ers, Except Farm Products" 053 "Purchasing Agents, Except Wholesale, Retail, 
> and Farm Products" 054 "Claims Adjusters, Appraisers, Examiners, and Investig
> ators" 056 "Compliance Officers, Except Agriculture" 060 "Cost Estimators" 06
> 2 "Human Resources, Training, and Labor Relations Specialists" 070 "Logistici
> ans" 071 "Management Analysts" 072 "Meeting and Convention Planners" 073 "Oth
> er Business Operations and Management Specialists" 080 "Accountants and Audit
> ors" 081 "Appraisers and Assessors of Real Estate" 082 "Budget Analysts" 083 
> "Credit Analysts" 084 "Financial Analysts" 085 "Personal Financial Advisors" 
> 086 "Insurance Underwriters" 090 "Financial Examiners" 091 "Credit Counselors
>  and Loan Officers" 093 "Tax Examiners and Collectors, and Revenue Agents" 09
> 4 "Tax Preparers" 095 "Financial Specialists, nec" 100 "Computer Scientists a
> nd Systems Analysts/Network systems Analysts/Web Developers" 101 "Computer Pr
> ogrammers" 102 "Software Developers, Applications and Systems Software" 105 "
> Computer Support Specialists" 106 "Database Administrators" 110 "Network and 
> Computer Systems Administrators" 120 "Actuaries" 122 "Operations Research Ana
> lysts" 123 "Statisticians" 124 "Mathematical science occupations, nec" 130 "A
> rchitects, Except Naval" 131 "Surveyors, Cartographers, and Photogrammetrists
> " 132 "Aerospace Engineers" 135 "Chemical Engineers" 136 "Civil Engineers" 14
> 0 "Computer Hardware Engineers" 141 "Electrical and Electronics Engineers" 14
> 2 "Environmental Engineers" 143 "Industrial Engineers, including Health and S
> afety" 144 "Marine Engineers and Naval Architects" 145 "Materials Engineers" 
> 146 "Mechanical Engineers" 152 "Petroleum, mining and geological engineers, i
> ncluding mining safety engineers" 153 "Engineers, nec" 154 "Drafters" 155 "En
> gineering Technicians, Except Drafters" 156 "Surveying and Mapping Technician
> s" 160 "Agricultural and Food Scientists" 161 "Biological Scientists" 164 "Co
> nservation Scientists and Foresters" 165 "Medical Scientists, and Life Scient
> ists, All Other" 170 "Astronomers and Physicists" 171 "Atmospheric and Space 
> Scientists" 172 "Chemists and Materials Scientists" 174 "Environmental Scient
> ists and Geoscientists" 176 "Physical Scientists, nec" 180 "Economists and ma
> rket researchers" 182 "Psychologists" 183 "Urban and Regional Planners" 184 "
> Social Scientists, nec" 190 "Agricultural and Food Science Technicians" 191 "
> Biological Technicians" 192 "Chemical Technicians" 193 "Geological and Petrol
> eum Technicians, and Nuclear Technicians" 196 "Life, Physical, and Social Sci
> ence Technicians, nec" 198 "Professional, Research, or Technical Workers, nec
> " 200 "Counselors" 201 "Social Workers" 202 "Community and Social Service Spe
> cialists, nec" 204 "Clergy" 205 "Directors, Religious Activities and Educatio
> n" 206 "Religious Workers, nec" 210 "Lawyers, and judges, magistrates, and ot
> her judicial workers" 214 "Paralegals and Legal Assistants" 215 "Legal Suppor
> t Workers, nec" 220 "Postsecondary Teachers" 230 "Preschool and Kindergarten 
> Teachers" 231 "Elementary and Middle School Teachers" 232 "Secondary School T
> eachers" 233 "Special Education Teachers" 234 "Other Teachers and Instructors
> " 240 "Archivists, Curators, and Museum Technicians" 243 "Librarians" 244 "Li
> brary Technicians" 254 "Teacher Assistants" 255 "Education, Training, and Lib
> rary Workers, nec" 260 "Artists and Related Workers" 263 "Designers" 270 "Act
> ors, Producers, and Directors" 272 "Athletes, Coaches, Umpires, and Related W
> orkers" 274 "Dancers and Choreographers" 275 "Musicians, Singers, and Related
>  Workers" 276 "Entertainers and Performers, Sports and Related Workers, All O
> ther" 280 "Announcers" 281 "Editors, News Analysts, Reporters, and Correspond
> ents" 282 "Public Relations Specialists" 284 "Technical Writers" 285 "Writers
>  and Authors" 286 "Media and Communication Workers, nec" 290 "Broadcast and S
> ound Engineering Technicians and Radio Operators, and media and communication
>  equipment workers, all other" 291 "Photographers" 292 "Television, Video, an
> d Motion Picture Camera Operators and Editors" 300 "Chiropractors" 301 "Denti
> sts" 303 "Dieticians and Nutritionists" 304 "Optometrists" 305 "Pharmacists" 
> 306 "Physicians and Surgeons" 311 "Physician Assistants" 312 "Podiatrists" 31
> 3 "Registered Nurses" 314 "Audiologists" 315 "Occupational Therapists" 316 "P
> hysical Therapists" 320 "Radiation Therapists" 321 "Recreational Therapists" 
> 322 "Respiratory Therapists" 323 "Speech Language Pathologists" 324 "Therapis
> ts, nec" 325 "Veterinarians" 326 "Health Diagnosing and Treating Practitioner
> s, nec" 330 "Clinical Laboratory Technologists and Technicians" 331 "Dental H
> ygienists" 332 "Diagnostic Related Technologists and Technicians" 340 "Emerge
> ncy Medical Technicians and Paramedics" 341 "Health Diagnosing and Treating P
> ractitioner Support Technicians" 350 "Licensed Practical and Licensed Vocatio
> nal Nurses" 351 "Medical Records and Health Information Technicians" 352 "Opt
> icians, Dispensing" 353 "Health Technologists and Technicians, nec" 354 "Heal
> thcare Practitioners and Technical Occupations, nec" 360 "Nursing, Psychiatri
> c, and Home Health Aides" 361 "Occupational Therapy Assistants and Aides" 362
>  "Physical Therapist Assistants and Aides" 363 "Massage Therapists" 364 "Dent
> al Assistants" 365 "Medical Assistants and Other Healthcare Support Occupatio
> ns, nec" 370 "First-Line Supervisors of Correctional Officers" 371 "First-Lin
> e Supervisors of Police and Detectives" 372 "First-Line Supervisors of Fire F
> ighting and Prevention Workers" 373 "Supervisors, Protective Service Workers,
>  All Other" 374 "Firefighters" 375 "Fire Inspectors" 380 "Sheriffs, Bailiffs,
>  Correctional Officers, and Jailers" 382 "Police Officers and Detectives" 390
>  "Animal Control" 391 "Private Detectives and Investigators" 393 "Security Gu
> ards and Gaming Surveillance Officers" 394 "Crossing Guards" 395 "Law enforce
> ment workers, nec" 400 "Chefs and Cooks" 401 "First-Line Supervisors of Food 
> Preparation and Serving Workers" 403 "Food Preparation Workers" 404 "Bartende
> rs" 405 "Combined Food Preparation and Serving Workers, Including Fast Food" 
> 406 "Counter Attendant, Cafeteria, Food Concession, and Coffee Shop" 411 "Wai
> ters and Waitresses" 412 "Food Servers, Nonrestaurant" 413 "Food preparation 
> and serving related workers, nec" 414 "Dishwashers" 415 "Host and Hostesses, 
> Restaurant, Lounge, and Coffee Shop" 420 "First-Line Supervisors of Housekeep
> ing and Janitorial Workers" 421 "First-Line Supervisors of Landscaping, Lawn 
> Service, and Groundskeeping Workers" 422 "Janitors and Building Cleaners" 423
>  "Maids and Housekeeping Cleaners" 424 "Pest Control Workers" 425 "Grounds Ma
> intenance Workers" 430 "First-Line Supervisors of Gaming Workers" 432 "First-
> Line Supervisors of Personal Service Workers" 434 "Animal Trainers" 435 "Nonf
> arm Animal Caretakers" 440 "Gaming Services Workers" 442 "Ushers, Lobby Atten
> dants, and Ticket Takers" 443 "Entertainment Attendants and Related Workers, 
> nec" 446 "Funeral Service Workers and Embalmers" 450 "Barbers" 451 "Hairdress
> ers, Hairstylists, and Cosmetologists" 452 "Personal Appearance Workers, nec"
>  453 "Baggage Porters, Bellhops, and Concierges" 454 "Tour and Travel Guides"
>  460 "Childcare Workers" 461 "Personal Care Aides" 462 "Recreation and Fitnes
> s Workers" 464 "Residential Advisors" 465 "Personal Care and Service Workers,
>  All Other" 470 "First-Line Supervisors of Sales Workers" 472 "Cashiers" 474 
> "Counter and Rental Clerks" 475 "Parts Salespersons" 476 "Retail Salespersons
> " 480 "Advertising Sales Agents" 481 "Insurance Sales Agents" 482 "Securities
> , Commodities, and Financial Services Sales Agents" 483 "Travel Agents" 484 "
> Sales Representatives, Services, All Other" 485 "Sales Representatives, Whole
> sale and Manufacturing" 490 "Models, Demonstrators, and Product Promoters" 49
> 2 "Real Estate Brokers and Sales Agents" 493 "Sales Engineers" 494 "Telemarke
> ters" 495 "Sales and Related Workers" 500 "First-Line Supervisors of Office a
> nd Administrative Support Workers" 501 "Switchboard Operators, Including Answ
> ering Service" 502 "Telephone Operators" 503 "Communications Equipment Operat
> ors, All Other" 510 "Bill and Account Collectors" 511 "Billing and Posting Cl
> erks" 512 "Bookkeeping, Accounting, and Auditing Clerks" 513 "Gaming Cage Wor
> kers" 514 "Payroll and Timekeeping Clerks" 515 "Procurement Clerks" 516 "Bank
>  Tellers, Financial Clerks" 520 "Brokerage Clerks" 522 "Court, Municipal, and
>  License Clerks" 523 "Credit Authorizers, Checkers, and Clerks" 524 "Customer
>  Service Representatives" 525 "Eligibility Interviewers, Government Programs"
>  526 "File Clerks" 530 "Hotel, Motel, and Resort Desk Clerks" 531 "Interviewe
> rs, Except Eligibility and Loan" 532 "Library Assistants, Clerical" 533 "Loan
>  Interviewers and Clerks" 534 "New Account Clerks" 535 "Correspondent clerks 
> and order clerks" 536 "Human Resources Assistants, Except Payroll and Timekee
> ping" 540 "Receptionists and Information Clerks" 541 "Reservation and Transpo
> rtation Ticket Agents and Travel Clerks" 542 "Information and Record Clerks, 
> All Other" 550 "Cargo and Freight Agents" 551 "Couriers and Messengers" 552 "
> Dispatchers" 553 "Meter Readers, Utilities" 554 "Postal Service Clerks" 555 "
> Postal Service Mail Carriers" 556 "Postal Service Mail Sorters, Processors, a
> nd Processing Machine Operators" 560 "Production, Planning, and Expediting Cl
> erks" 561 "Shipping, Receiving, and Traffic Clerks" 562 "Stock Clerks and Ord
> er Fillers" 563 "Weighers, Measurers, Checkers, and Samplers, Recordkeeping" 
> 570 "Secretaries and Administrative Assistants" 580 "Computer Operators" 581 
> "Data Entry Keyers" 582 "Word Processors and Typists" 584 "Insurance Claims a
> nd Policy Processing Clerks" 585 "Mail Clerks and Mail Machine Operators, Exc
> ept Postal Service" 586 "Office Clerks, General" 590 "Office Machine Operator
> s, Except Computer" 591 "Proofreaders and Copy Markers" 592 "Statistical Assi
> stants" 594 "Office and administrative support workers, nec" 600 "First-Line 
> Supervisors of Farming, Fishing, and Forestry Workers" 601 "Agricultural Insp
> ectors" 604 "Graders and Sorters, Agricultural Products" 605 "Agricultural wo
> rkers, nec" 610 "Fishing and hunting workers" 612 "Forest and Conservation Wo
> rkers" 613 "Logging Workers" 620 "First-Line Supervisors of Construction Trad
> es and Extraction Workers" 621 "Boilermakers" 622 "Brickmasons, Blockmasons, 
> and Stonemasons" 623 "Carpenters" 624 "Carpet, Floor, and Tile Installers and
>  Finishers" 625 "Cement Masons, Concrete Finishers, and Terrazzo Workers" 626
>  "Construction Laborers" 630 "Paving, Surfacing, and Tamping Equipment Operat
> ors" 632 "Construction equipment operators except paving, surfacing, and tamp
> ing equipment operators" 633 "Drywall Installers, Ceiling Tile Installers, an
> d Tapers" 635 "Electricians" 636 "Glaziers" 640 "Insulation Workers" 642 "Pai
> nters, Construction and Maintenance" 643 "Paperhangers" 644 "Pipelayers, Plum
> bers, Pipefitters, and Steamfitters" 646 "Plasterers and Stucco Masons" 650 "
> Reinforcing Iron and Rebar Workers" 651 "Roofers" 652 "Sheet Metal Workers, m
> etal-working" 653 "Structural Iron and Steel Workers" 660 "Helpers, Construct
> ion Trades" 666 "Construction and Building Inspectors" 670 "Elevator Installe
> rs and Repairers" 671 "Fence Erectors" 672 "Hazardous Materials Removal Worke
> rs" 673 "Highway Maintenance Workers" 674 "Rail-Track Laying and Maintenance 
> Equipment Operators" 676 "Construction workers, nec" 680 "Derrick, rotary dri
> ll, and service unit operators, and roustabouts, oil, gas, and mining" 682 "E
> arth Drillers, Except Oil and Gas" 683 "Explosives Workers, Ordnance Handling
>  Experts, and Blasters" 684 "Mining Machine Operators" 694 "Extraction worker
> s, nec" 700 "First-Line Supervisors of Mechanics, Installers, and Repairers" 
> 701 "Computer, Automated Teller, and Office Machine Repairers" 702 "Radio and
>  Telecommunications Equipment Installers and Repairers" 703 "Avionics Technic
> ians" 704 "Electric Motor, Power Tool, and Related Repairers" 710 "Electrical
>  and electronics repairers, transportation equipment, and industrial and util
> ity" 711 "Electronic Equipment Installers and Repairers, Motor Vehicles" 712 
> "Electronic Home Entertainment Equipment Installers and Repairers" 713 "Secur
> ity and Fire Alarm Systems Installers" 714 "Aircraft Mechanics and Service Te
> chnicians" 715 "Automotive Body and Related Repairers" 716 "Automotive Glass 
> Installers and Repairers" 720 "Automotive Service Technicians and Mechanics" 
> 721 "Bus and Truck Mechanics and Diesel Engine Specialists" 722 "Heavy Vehicl
> e and Mobile Equipment Service Technicians and Mechanics" 724 "Small Engine M
> echanics" 726 "Vehicle and Mobile Equipment Mechanics, Installers, and Repair
> ers, nec" 730 "Control and Valve Installers and Repairers" 731 "Heating, Air 
> Conditioning, and Refrigeration Mechanics and Installers" 732 "Home Appliance
>  Repairers" 733 "Industrial and Refractory Machinery Mechanics" 734 "Maintena
> nce and Repair Workers, General" 735 "Maintenance Workers, Machinery" 736 "Mi
> llwrights" 741 "Electrical Power-Line Installers and Repairers" 742 "Telecomm
> unications Line Installers and Repairers" 743 "Precision Instrument and Equip
> ment Repairers" 751 "Coin, Vending, and Amusement Machine Servicers and Repai
> rers" 754 "Locksmiths and Safe Repairers" 755 "Manufactured Building and Mobi
> le Home Installers" 756 "Riggers" 761 "Helpers--Installation, Maintenance, an
> d Repair Workers" 763 "Other Installation, Maintenance, and Repair Workers In
> cluding Wind Turbine Service Technicians, and Commercial Divers, and Signal a
> nd Track Switch Repairers" 770 "First-Line Supervisors of Production and Oper
> ating Workers" 771 "Aircraft Structure, Surfaces, Rigging, and Systems Assemb
> lers" 772 "Electrical, Electronics, and Electromechanical Assemblers" 773 "En
> gine and Other Machine Assemblers" 774 "Structural Metal Fabricators and Fitt
> ers" 775 "Assemblers and Fabricators, nec" 780 "Bakers" 781 "Butchers and Oth
> er Meat, Poultry, and Fish Processing Workers" 783 "Food and Tobacco Roasting
> , Baking, and Drying Machine Operators and Tenders" 784 "Food Batchmakers" 78
> 5 "Food Cooking and Processing Machine Operators and Tenders" 790 "Computer C
> ontrol Programmers and Operators" 792 "Extruding and Drawing Machine Setters,
>  Operators, and Tenders, Metal and Plastic" 793 "Forging Machine Setters, Ope
> rators, and Tenders, Metal and Plastic" 794 "Rolling Machine Setters, Operato
> rs, and Tenders, metal and Plastic" 795 "Cutting, Punching, and Press Machine
>  Setters, Operators, and Tenders, Metal and Plastic" 796 "Drilling and Boring
>  Machine Tool Setters, Operators, and Tenders, Metal and Plastic" 800 "Grindi
> ng, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tend
> ers, Metal and Plastic" 801 "Lathe and Turning Machine Tool Setters, Operator
> s, and Tenders, Metal and Plastic" 803 "Machinists" 804 "Metal Furnace Operat
> ors, Tenders, Pourers, and Casters" 806 "Model Makers and Patternmakers, Meta
> l and Plastic" 810 "Molders and Molding Machine Setters, Operators, and Tende
> rs, Metal and Plastic" 813 "Tool and Die Makers" 814 "Welding, Soldering, and
>  Brazing Workers" 815 "Heat Treating Equipment Setters, Operators, and Tender
> s, Metal and Plastic" 820 "Plating and Coating Machine Setters, Operators, an
> d Tenders, Metal and Plastic" 821 "Tool Grinders, Filers, and Sharpeners" 822
>  "Metal workers and plastic workers, nec" 823 "Bookbinders, Printing Machine 
> Operators, and Job Printers" 825 "Prepress Technicians and Workers" 830 "Laun
> dry and Dry-Cleaning Workers" 831 "Pressers, Textile, Garment, and Related Ma
> terials" 832 "Sewing Machine Operators" 833 "Shoe and Leather Workers and Rep
> airers" 834 "Shoe Machine Operators and Tenders" 835 "Tailors, Dressmakers, a
> nd Sewers" 840 "Textile bleaching and dyeing, and cutting machine setters, op
> erators, and tenders" 841 "Textile Knitting and Weaving Machine Setters, Oper
> ators, and Tenders" 842 "Textile Winding, Twisting, and Drawing Out Machine S
> etters, Operators, and Tenders" 845 "Upholsterers" 846 "Textile, Apparel, and
>  Furnishings workers, nec" 850 "Cabinetmakers and Bench Carpenters" 851 "Furn
> iture Finishers" 853 "Sawing Machine Setters, Operators, and Tenders, Wood" 8
> 54 "Woodworking Machine Setters, Operators, and Tenders, Except Sawing" 855 "
> Woodworkers including model makers and patternmakers, nec" 860 "Power Plant O
> perators, Distributors, and Dispatchers" 861 "Stationary Engineers and Boiler
>  Operators" 862 "Water Wastewater Treatment Plant and System Operators" 863 "
> Plant and System Operators, nec" 864 "Chemical Processing Machine Setters, Op
> erators, and Tenders" 865 "Crushing, Grinding, Polishing, Mixing, and Blendin
> g Workers" 871 "Cutting Workers" 872 "Extruding, Forming, Pressing, and Compa
> cting Machine Setters, Operators, and Tenders" 873 "Furnace, Kiln, Oven, Drie
> r, and Kettle Operators and Tenders" 874 "Inspectors, Testers, Sorters, Sampl
> ers, and Weighers" 875 "Jewelers and Precious Stone and Metal Workers" 876 "M
> edical, Dental, and Ophthalmic Laboratory Technicians" 880 "Packaging and Fil
> ling Machine Operators and Tenders" 881 "Painting Workers and Dyers" 883 "Pho
> tographic Process Workers and Processing Machine Operators" 885 "Adhesive Bon
> ding Machine Operators and Tenders" 886 "Cleaning, Washing, and Metal Picklin
> g Equipment Operators and Tenders" 891 "Etchers, Engravers, and Lithographers
> " 892 "Molders, Shapers, and Casters, Except Metal and Plastic" 893 "Paper Go
> ods Machine Setters, Operators, and Tenders" 894 "Tire Builders" 895 "Helpers
> --Production Workers" 896 "Other production workers including semiconductor p
> rocessors and cooling and freezing equipment operators" 900 "Supervisors of T
> ransportation and Material Moving Workers" 903 "Aircraft Pilots and Flight En
> gineers" 904 "Air Traffic Controllers and Airfield Operations Specialists" 90
> 5 "Flight Attendants and Transportation Workers and Attendants" 910 "Bus and 
> Ambulance Drivers and Attendants" 913 "Driver/Sales Workers and Truck Drivers
> " 914 "Taxi Drivers and Chauffeurs" 915 "Motor Vehicle Operators, All Other" 
> 920 "Locomotive Engineers and Operators" 923 "Railroad Brake, Signal, and Swi
> tch Operators" 924 "Railroad Conductors and Yardmasters" 926 "Subway, Streetc
> ar, and Other Rail Transportation Workers" 930 "Sailors and marine oilers, an
> d ship engineers" 931 "Ship and Boat Captains and Operators" 935 "Parking Lot
>  Attendants" 936 "Automotive and Watercraft Service Attendants" 941 "Transpor
> tation Inspectors" 942 "Transportation workers, nec" 951 "Crane and Tower Ope
> rators" 952 "Dredge, Excavating, and Loading Machine Operators" 956 "Conveyor
>  operators and tenders, and hoist and winch operators" 960 "Industrial Truck 
> and Tractor Operators" 961 "Cleaners of Vehicles and Equipment" 962 "Laborers
>  and Freight, Stock, and Material Movers, Hand" 963 "Machine Feeders and Offb
> earers" 964 "Packers and Packagers, Hand" 965 "Pumping Station Operators" 972
>  "Refuse and Recyclable Material Collectors" 975 "Material moving workers, ne
> c" 980 "Military Officer Special and Tactical Operations Leaders" 981 "First-
> Line Enlisted Military Supervisors" 982 "Military Enlisted Tactical Operation
> s and Air/Weapons Specialists and Crew Members" 983 "Military, Rank Not Speci
> fied" 992 "Unemployed, with No Work Experience in the Last 5 Years or Earlier
>  or Never Worked" 999 "Unknown"

. 
. drop if sex==2 | !inrange(age,18,64)
(1,161,409 observations deleted)

. 
. tab month year

           |                      Survey year
     Month |      2007       2008       2009       2010       2011 |     Total
-----------+-------------------------------------------------------+----------
     March |    59,967     60,016     60,568     61,496     60,168 |   477,928 
-----------+-------------------------------------------------------+----------
     Total |    59,967     60,016     60,568     61,496     60,168 |   477,928 


           |           Survey year
     Month |      2012       2013       2014 |     Total
-----------+---------------------------------+----------
     March |    58,807     58,987     57,919 |   477,928 
-----------+---------------------------------+----------
     Total |    58,807     58,987     57,919 |   477,928 


. tab year

Survey year |      Freq.     Percent        Cum.
------------+-----------------------------------
       2007 |     59,967       12.55       12.55
       2008 |     60,016       12.56       25.10
       2009 |     60,568       12.67       37.78
       2010 |     61,496       12.87       50.65
       2011 |     60,168       12.59       63.23
       2012 |     58,807       12.30       75.54
       2013 |     58,987       12.34       87.88
       2014 |     57,919       12.12      100.00
------------+-----------------------------------
      Total |    477,928      100.00

. 
. gen college=1 if educ99>=15 & educ99<=18
(345,997 missing values generated)

. replace college=0 if educ99>=1 & educ99<=14
(345,997 real changes made)

. 
. gen occ2010_3digit= occ2010/10

. gen occ2010_3digit_2= floor(occ2010/10)

. drop occ2010_3digit

. rename occ2010_3digit_2 occ2010_3d

. label values occ2010_3d occ2010_3d_lbl

. 
. gen occ2010_2d = floor(occ2010/100)

. 
. preserve

.     tempfile threedigit

.     collapse (sum) wtsupp (mean) college (count) nobs=wtsupp if age>=18 & sex
> ==1 & age<65 & occ2010_3d<990 [aw=wtsupp], by(occ2010_3d)
(note: aweights not used to compute counts)

.     gen lt100obs = nobs<100

.     keep occ2010_3d lt100obs

.     save `threedigit', replace
(note: file /tmp/St437642.000002 not found)
file /tmp/St437642.000002 saved

. restore

. 
. merge m:1 occ2010_3d using `threedigit', nogen
(label occ2010_3d_lbl already defined)

    Result                           # of obs.
    -----------------------------------------
    not matched                        81,769
        from master                    81,769  
        from using                          0  

    matched                           396,159  
    -----------------------------------------

. 
. preserve

.     tempfile twodigit

.     collapse (sum) wtsupp (mean) college (count) nobs=wtsupp if age>=18 & sex
> ==1 & age<65 & occ2010_3d<990 [aw=wtsupp], by(occ2010_2d)
(note: aweights not used to compute counts)

.     ren college college_2d

.     ren nobs nobs_2d

.     keep occ2010_2d college_2d nobs_2d

.     save `twodigit', replace
(note: file /tmp/St437642.000004 not found)
file /tmp/St437642.000004 saved

. restore

. 
. merge m:1 occ2010_2d using `twodigit', nogen

    Result                           # of obs.
    -----------------------------------------
    not matched                        81,769
        from master                    81,769  
        from using                          0  

    matched                           396,159  
    -----------------------------------------

. 
. egen frac_2d_lt100 = mean(lt100obs), by(occ2010_2d)
(81769 missing values generated)

. tab occ2010_3d if occ2010_2d==3, sum(lt100obs )

            |         Summary of lt100obs
 occ2010_3d |        Mean   Std. Dev.       Freq.
------------+------------------------------------
  Architect |           0           0         477
  Food Serv |           0           0       3,256
  Funeral D |           1           0          67
  Gaming Ma |           1           0          67
  Medical a |           0           0         817
  Natural S |           1           0          37
------------+------------------------------------
      Total |   .03622114   .18685975       4,721

. tab occ2010_3d if occ2010_2d==3, sum(college )

            |         Summary of college
 occ2010_3d |        Mean   Std. Dev.       Freq.
------------+------------------------------------
  Architect |   .79874214   .40136125         477
  Food Serv |   .28808354   .45293975       3,256
  Funeral D |   .56716418   .49920788          67
  Gaming Ma |   .28358209   .45413822          67
  Medical a |   .78824969   .40879905         817
  Natural S |   .78378378    .4173418          37
------------+------------------------------------
      Total |   .43401822   .49567978       4,721

. tab occ2010_3d if occ2010_2d==3, sum(college_2d)

            |      Summary of (mean) college
 occ2010_3d |        Mean   Std. Dev.       Freq.
------------+------------------------------------
  Architect |   .43016791           0         477
  Food Serv |   .43016791           0       3,256
  Funeral D |   .43016791           0          67
  Gaming Ma |   .43016791           0          67
  Medical a |   .43016791           0         817
  Natural S |   .43016791           0          37
------------+------------------------------------
      Total |   .43016791           0       4,721

. 
. * 18-65
. preserve

.     collapse (sum) wtsupp (mean) college (count) nobs=wtsupp if age>=18 & sex
> ==1 & age<65 & occ2010_3d<990 [aw=wtsupp], by(occ2010_3d)
(note: aweights not used to compute counts)

.     gen occ2010_2d = floor(occ2010_3d/10)

.     merge m:1 occ2010_2d using `twodigit'

    Result                           # of obs.
    -----------------------------------------
    not matched                             0
    matched                               450  (_merge==3)
    -----------------------------------------

.     replace college = college_2d if nobs<100
(96 real changes made)

.     replace nobs = nobs_2d if nobs<100
(96 real changes made)

.     gen white_collar = college>.5

.     sum white_collar

    Variable |        Obs        Mean    Std. Dev.       Min        Max
-------------+---------------------------------------------------------
white_collar |        450    .2866667    .4527078          0          1

.     l occ2010_3d college nobs white_collar, sep(0) str(40)

     +--------------------------------------------------------------------+
  1. | occ2010_3d                                 |  college |       nobs |
     | Chief executives and legislators/public .. | .7182359 |  5748.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
  2. | occ2010_3d                                 |  college |       nobs |
     |            General and Operations Managers | .5197292 |  3725.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
  3. | occ2010_3d                                 |  college |       nobs |
     | Managers in Marketing, Advertising, and .. | .7035753 |  3027.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
  4. | occ2010_3d                                 |  college |       nobs |
     |           Administrative Services Managers | .4292395 |   394.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
  5. | occ2010_3d                                 |  college |       nobs |
     |  Computer and Information Systems Managers | .7406816 |  2092.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
  6. | occ2010_3d                                 |  college |       nobs |
     |                         Financial Managers | .7693159 |  2719.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
  7. | occ2010_3d                                 |  college |       nobs |
     |                   Human Resources Managers | .7454675 |   480.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
  8. | occ2010_3d                                 |  college |       nobs |
     |             Industrial Production Managers | .4192447 |  1136.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
  9. | occ2010_3d                                 |  college |       nobs |
     |                        Purchasing Managers | .5951364 |   507.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 10. | occ2010_3d                                 |  college |       nobs |
     | Transportation, Storage, and Distributio.. | .2819673 |  1059.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 11. | occ2010_3d                                 |  college |       nobs |
     | Farmers, Ranchers, and Other Agricultura.. | .2132734 |  3821.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 12. | occ2010_3d                                 |  college |       nobs |
     |                     Constructions Managers | .2761649 |  5029.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 13. | occ2010_3d                                 |  college |       nobs |
     |                   Education Administrators | .9125456 |  1555.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 14. | occ2010_3d                                 |  college |       nobs |
     |     Architectural and Engineering Managers | .7890415 |   477.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 15. | occ2010_3d                                 |  college |       nobs |
     |          Food Service and Lodging Managers | .2915536 |  3256.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 16. | occ2010_3d                                 |  college |       nobs |
     |                          Funeral Directors | .4301679 |  4721.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 17. | occ2010_3d                                 |  college |       nobs |
     |                            Gaming Managers | .4301679 |  4721.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 18. | occ2010_3d                                 |  college |       nobs |
     |       Medical and Health Services Managers | .7643112 |   817.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 19. | occ2010_3d                                 |  college |       nobs |
     |                   Natural Science Managers | .4301679 |  4721.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 20. | occ2010_3d                                 |  college |       nobs |
     | Property, Real Estate, and Community Ass.. |  .488627 |  1398.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 21. | occ2010_3d                                 |  college |       nobs |
     |      Social and Community Service Managers | .7574248 |   596.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 22. | occ2010_3d                                 |  college |       nobs |
     |      Managers, nec (including Postmasters) | .5105434 | 11189.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 23. | occ2010_3d                                 |  college |       nobs |
     | Agents and Business Managers of Artists,.. | .5312564 |   108.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 24. | occ2010_3d                                 |  college |       nobs |
     | Buyers and Purchasing Agents, Farm Produ.. | .5424443 |  2220.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 25. | occ2010_3d                                 |  college |       nobs |
     | Wholesale and Retail Buyers, Except Farm.. | .3514037 |   426.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 26. | occ2010_3d                                 |  college |       nobs |
     | Purchasing Agents, Except Wholesale, Ret.. | .5050204 |   599.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 27. | occ2010_3d                                 |  college |       nobs |
     | Claims Adjusters, Appraisers, Examiners,.. |  .653713 |   546.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 28. | occ2010_3d                                 |  college |       nobs |
     |    Compliance Officers, Except Agriculture |  .635981 |   499.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 29. | occ2010_3d                                 |  college |       nobs |
     |                            Cost Estimators | .3629487 |   502.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 30. | occ2010_3d                                 |  college |       nobs |
     | Human Resources, Training, and Labor Rel.. | .6004784 |  1193.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 31. | occ2010_3d                                 |  college |       nobs |
     |                               Logisticians | .4603719 |   186.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 32. | occ2010_3d                                 |  college |       nobs |
     |                        Management Analysts | .8041636 |  1972.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 33. | occ2010_3d                                 |  college |       nobs |
     |            Meeting and Convention Planners |  .598287 |   162.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 34. | occ2010_3d                                 |  college |       nobs |
     | Other Business Operations and Management.. | .6774564 |   637.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 35. | occ2010_3d                                 |  college |       nobs |
     |                   Accountants and Auditors | .8861981 |  3283.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 36. | occ2010_3d                                 |  college |       nobs |
     |    Appraisers and Assessors of Real Estate |  .571144 |   321.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 37. | occ2010_3d                                 |  college |       nobs |
     |                            Budget Analysts |  .860736 |   139.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 38. | occ2010_3d                                 |  college |       nobs |
     |                            Credit Analysts | .8583421 |  5570.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 39. | occ2010_3d                                 |  college |       nobs |
     |                         Financial Analysts | .8823547 |   318.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 40. | occ2010_3d                                 |  college |       nobs |
     |                Personal Financial Advisors | .8509262 |  1254.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 41. | occ2010_3d                                 |  college |       nobs |
     |                     Insurance Underwriters | .8613461 |   192.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 42. | occ2010_3d                                 |  college |       nobs |
     |                        Financial Examiners | .6792514 |  1417.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 43. | occ2010_3d                                 |  college |       nobs |
     |        Credit Counselors and Loan Officers | .7013998 |   912.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 44. | occ2010_3d                                 |  college |       nobs |
     | Tax Examiners and Collectors, and Revenu.. | .6310759 |   119.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 45. | occ2010_3d                                 |  college |       nobs |
     |                              Tax Preparers |  .652118 |   209.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 46. | occ2010_3d                                 |  college |       nobs |
     |                 Financial Specialists, nec | .6091178 |   153.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 47. | occ2010_3d                                 |  college |       nobs |
     | Computer Scientists and Systems Analysts.. | .6402227 |  4468.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 48. | occ2010_3d                                 |  college |       nobs |
     |                       Computer Programmers |  .696052 |  1907.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 49. | occ2010_3d                                 |  college |       nobs |
     | Software Developers, Applications and Sy.. | .8459542 |  4040.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 50. | occ2010_3d                                 |  college |       nobs |
     |               Computer Support Specialists | .3932192 |  1613.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 51. | occ2010_3d                                 |  college |       nobs |
     |                    Database Administrators | .7897385 |   360.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 52. | occ2010_3d                                 |  college |       nobs |
     | Network and Computer Systems Administrat.. | .5347502 |   947.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 53. | occ2010_3d                                 |  college |       nobs |
     |                                  Actuaries | .8657159 |   568.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 54. | occ2010_3d                                 |  college |       nobs |
     |               Operations Research Analysts | .7973068 |   317.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 55. | occ2010_3d                                 |  college |       nobs |
     |                              Statisticians | .8657159 |   568.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 56. | occ2010_3d                                 |  college |       nobs |
     |      Mathematical science occupations, nec | .8657159 |   568.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 57. | occ2010_3d                                 |  college |       nobs |
     |                   Architects, Except Naval | .8817931 |   739.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 58. | occ2010_3d                                 |  college |       nobs |
     | Surveyors, Cartographers, and Photogramm.. | .7143601 |   183.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 59. | occ2010_3d                                 |  college |       nobs |
     |                        Aerospace Engineers | .8458924 |   554.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 60. | occ2010_3d                                 |  college |       nobs |
     |                         Chemical Engineers | .8609826 |   278.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 61. | occ2010_3d                                 |  college |       nobs |
     |                            Civil Engineers | .8369972 |  1546.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 62. | occ2010_3d                                 |  college |       nobs |
     |                Computer Hardware Engineers | .7858505 |   340.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 63. | occ2010_3d                                 |  college |       nobs |
     |       Electrical and Electronics Engineers | .8033391 |  1478.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 64. | occ2010_3d                                 |  college |       nobs |
     |                    Environmental Engineers | .8197549 |   157.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 65. | occ2010_3d                                 |  college |       nobs |
     | Industrial Engineers, including Health a.. | .6511827 |   710.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 66. | occ2010_3d                                 |  college |       nobs |
     |      Marine Engineers and Naval Architects | .7648638 |  4241.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 67. | occ2010_3d                                 |  college |       nobs |
     |                        Materials Engineers | .7087339 |   139.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 68. | occ2010_3d                                 |  college |       nobs |
     |                       Mechanical Engineers | .7752014 |  1347.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 69. | occ2010_3d                                 |  college |       nobs |
     | Petroleum, mining and geological enginee.. |  .776813 |   183.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 70. | occ2010_3d                                 |  college |       nobs |
     |                             Engineers, nec | .7994839 |  1690.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 71. | occ2010_3d                                 |  college |       nobs |
     |                                   Drafters | .2408728 |   625.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 72. | occ2010_3d                                 |  college |       nobs |
     |   Engineering Technicians, Except Drafters | .1631384 |  1729.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 73. | occ2010_3d                                 |  college |       nobs |
     |          Surveying and Mapping Technicians | .0752386 |   369.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 74. | occ2010_3d                                 |  college |       nobs |
     |           Agricultural and Food Scientists | .5632527 |   188.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 75. | occ2010_3d                                 |  college |       nobs |
     |                      Biological Scientists | .9621064 |   321.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 76. | occ2010_3d                                 |  college |       nobs |
     |      Conservation Scientists and Foresters | .7529728 |   141.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 77. | occ2010_3d                                 |  college |       nobs |
     | Medical Scientists, and Life Scientists,.. | .9923192 |   342.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 78. | occ2010_3d                                 |  college |       nobs |
     |                 Astronomers and Physicists | .9388003 |  1316.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 79. | occ2010_3d                                 |  college |       nobs |
     |           Atmospheric and Space Scientists | .9388003 |  1316.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 80. | occ2010_3d                                 |  college |       nobs |
     |          Chemists and Materials Scientists | .9267579 |   341.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 81. | occ2010_3d                                 |  college |       nobs |
     | Environmental Scientists and Geoscientists | .9128166 |   409.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 82. | occ2010_3d                                 |  college |       nobs |
     |                   Physical Scientists, nec | .9652839 |   455.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 83. | occ2010_3d                                 |  college |       nobs |
     |          Economists and market researchers | .8978594 |   323.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 84. | occ2010_3d                                 |  college |       nobs |
     |                              Psychologists | .9925299 |   273.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 85. | occ2010_3d                                 |  college |       nobs |
     |                Urban and Regional Planners | .9221115 |   846.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 86. | occ2010_3d                                 |  college |       nobs |
     |                     Social Scientists, nec |  .872488 |   157.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 87. | occ2010_3d                                 |  college |       nobs |
     |  Agricultural and Food Science Technicians | .3386726 |   844.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 88. | occ2010_3d                                 |  college |       nobs |
     |                     Biological Technicians | .3386726 |   844.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 89. | occ2010_3d                                 |  college |       nobs |
     |                       Chemical Technicians | .2814653 |   209.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 90. | occ2010_3d                                 |  college |       nobs |
     | Geological and Petroleum Technicians, an.. | .3386726 |   844.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 91. | occ2010_3d                                 |  college |       nobs |
     | Life, Physical, and Social Science Techn.. | .3465433 |   398.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 92. | occ2010_3d                                 |  college |       nobs |
     |                                 Counselors | .6653084 |  1188.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 93. | occ2010_3d                                 |  college |       nobs |
     |                             Social Workers |  .721424 |   961.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 94. | occ2010_3d                                 |  college |       nobs |
     | Community and Social Service Specialists.. |  .600305 |   370.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 95. | occ2010_3d                                 |  college |       nobs |
     |                                     Clergy |   .78752 |  1571.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 96. | occ2010_3d                                 |  college |       nobs |
     | Directors, Religious Activities and Educ.. | .7159336 |  4308.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 97. | occ2010_3d                                 |  college |       nobs |
     |                     Religious Workers, nec | .5978207 |   134.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 98. | occ2010_3d                                 |  college |       nobs |
     | Lawyers, and judges, magistrates, and ot.. | .9876131 |  3640.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 99. | occ2010_3d                                 |  college |       nobs |
     |            Paralegals and Legal Assistants | .6131698 |   246.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
100. | occ2010_3d                                 |  college |       nobs |
     |                 Legal Support Workers, nec | .5929536 |   292.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
101. | occ2010_3d                                 |  college |       nobs |
     |                     Postsecondary Teachers | .9244998 |  3476.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
102. | occ2010_3d                                 |  college |       nobs |
     |        Preschool and Kindergarten Teachers | .8411372 |  7297.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
103. | occ2010_3d                                 |  college |       nobs |
     |      Elementary and Middle School Teachers | .9290727 |  2958.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
104. | occ2010_3d                                 |  college |       nobs |
     |                  Secondary School Teachers | .9465834 |  2605.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
105. | occ2010_3d                                 |  college |       nobs |
     |                 Special Education Teachers | .9397773 |   330.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
106. | occ2010_3d                                 |  college |       nobs |
     |             Other Teachers and Instructors | .4751135 |  1328.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
107. | occ2010_3d                                 |  college |       nobs |
     | Archivists, Curators, and Museum Technic.. | .7492775 |   290.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
108. | occ2010_3d                                 |  college |       nobs |
     |                                 Librarians | .8979091 |   159.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
109. | occ2010_3d                                 |  college |       nobs |
     |                        Library Technicians | .7492775 |   290.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
110. | occ2010_3d                                 |  college |       nobs |
     |                         Teacher Assistants | .3777386 |   452.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
111. | occ2010_3d                                 |  college |       nobs |
     | Education, Training, and Library Workers.. | .6827185 |   180.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
112. | occ2010_3d                                 |  college |       nobs |
     |                Artists and Related Workers | .5855995 |   488.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
113. | occ2010_3d                                 |  college |       nobs |
     |                                  Designers | .5091566 |  1822.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
114. | occ2010_3d                                 |  college |       nobs |
     |           Actors, Producers, and Directors |  .597827 |   514.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
115. | occ2010_3d                                 |  college |       nobs |
     | Athletes, Coaches, Umpires, and Related .. | .5091802 |   849.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
116. | occ2010_3d                                 |  college |       nobs |
     |                 Dancers and Choreographers | .5096176 |  2012.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
117. | occ2010_3d                                 |  college |       nobs |
     |    Musicians, Singers, and Related Workers | .4736348 |   513.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
118. | occ2010_3d                                 |  college |       nobs |
     | Entertainers and Performers, Sports and .. | .2788284 |   113.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
119. | occ2010_3d                                 |  college |       nobs |
     |                                 Announcers | .2564045 |   209.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
120. | occ2010_3d                                 |  college |       nobs |
     | Editors, News Analysts, Reporters, and C.. |  .787095 |   651.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
121. | occ2010_3d                                 |  college |       nobs |
     |               Public Relations Specialists | .8378636 |   317.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
122. | occ2010_3d                                 |  college |       nobs |
     |                          Technical Writers | .7762896 |   138.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
123. | occ2010_3d                                 |  college |       nobs |
     |                        Writers and Authors | .8638923 |   375.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
124. | occ2010_3d                                 |  college |       nobs |
     |       Media and Communication Workers, nec | .4860842 |   140.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
125. | occ2010_3d                                 |  college |       nobs |
     | Broadcast and Sound Engineering Technici.. | .3253909 |   422.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
126. | occ2010_3d                                 |  college |       nobs |
     |                              Photographers | .4406083 |   422.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
127. | occ2010_3d                                 |  college |       nobs |
     | Television, Video, and Motion Picture Ca.. | .5656713 |   227.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
128. | occ2010_3d                                 |  college |       nobs |
     |                              Chiropractors | .9814221 |   226.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
129. | occ2010_3d                                 |  college |       nobs |
     |                                   Dentists | .9943373 |   612.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
130. | occ2010_3d                                 |  college |       nobs |
     |               Dieticians and Nutritionists | .9743691 |  4266.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
131. | occ2010_3d                                 |  college |       nobs |
     |                               Optometrists | .9825171 |   107.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
132. | occ2010_3d                                 |  college |       nobs |
     |                                Pharmacists | .9320996 |   549.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
133. | occ2010_3d                                 |  college |       nobs |
     |                    Physicians and Surgeons | .9902076 |  2715.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
134. | occ2010_3d                                 |  college |       nobs |
     |                       Physician Assistants | .7235475 |   190.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
135. | occ2010_3d                                 |  college |       nobs |
     |                                Podiatrists | .6956671 |  2016.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
136. | occ2010_3d                                 |  college |       nobs |
     |                          Registered Nurses | .6318013 |  1355.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
137. | occ2010_3d                                 |  college |       nobs |
     |                               Audiologists | .6956671 |  2016.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
138. | occ2010_3d                                 |  college |       nobs |
     |                    Occupational Therapists | .6956671 |  2016.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
139. | occ2010_3d                                 |  college |       nobs |
     |                        Physical Therapists | .8810269 |   364.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
140. | occ2010_3d                                 |  college |       nobs |
     |                       Radiation Therapists | .6912015 |   586.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
141. | occ2010_3d                                 |  college |       nobs |
     |                    Recreational Therapists | .6912015 |   586.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
142. | occ2010_3d                                 |  college |       nobs |
     |                     Respiratory Therapists | .4050464 |   220.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
143. | occ2010_3d                                 |  college |       nobs |
     |               Speech Language Pathologists | .6912015 |   586.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
144. | occ2010_3d                                 |  college |       nobs |
     |                            Therapists, nec | .7217085 |   134.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
145. | occ2010_3d                                 |  college |       nobs |
     |                              Veterinarians | .9512773 |   148.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
146. | occ2010_3d                                 |  college |       nobs |
     | Health Diagnosing and Treating Practitio.. | .6912015 |   586.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
147. | occ2010_3d                                 |  college |       nobs |
     | Clinical Laboratory Technologists and Te.. | .5823092 |   440.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
148. | occ2010_3d                                 |  college |       nobs |
     |                          Dental Hygienists | .4785922 |   886.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
149. | occ2010_3d                                 |  college |       nobs |
     | Diagnostic Related Technologists and Tec.. | .3388861 |   427.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
150. | occ2010_3d                                 |  college |       nobs |
     | Emergency Medical Technicians and Parame.. | .1696873 |   560.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
151. | occ2010_3d                                 |  college |       nobs |
     | Health Diagnosing and Treating Practitio.. | .2307994 |   500.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
152. | occ2010_3d                                 |  college |       nobs |
     | Licensed Practical and Licensed Vocation.. | .1743682 |   224.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
153. | occ2010_3d                                 |  college |       nobs |
     | Medical Records and Health Information T.. | .4200997 |   783.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
154. | occ2010_3d                                 |  college |       nobs |
     |                      Opticians, Dispensing | .4200997 |   783.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
155. | occ2010_3d                                 |  college |       nobs |
     |  Health Technologists and Technicians, nec | .5263413 |   212.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
156. | occ2010_3d                                 |  college |       nobs |
     | Healthcare Practitioners and Technical O.. | .6220114 |   210.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
157. | occ2010_3d                                 |  college |       nobs |
     | Nursing, Psychiatric, and Home Health Ai.. | .1528959 |  1180.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
158. | occ2010_3d                                 |  college |       nobs |
     |  Occupational Therapy Assistants and Aides | .1884542 |  1924.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
159. | occ2010_3d                                 |  college |       nobs |
     |    Physical Therapist Assistants and Aides | .3495061 |   103.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
160. | occ2010_3d                                 |  college |       nobs |
     |                         Massage Therapists | .2371515 |   118.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
161. | occ2010_3d                                 |  college |       nobs |
     |                          Dental Assistants | .1884542 |  1924.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
162. | occ2010_3d                                 |  college |       nobs |
     | Medical Assistants and Other Healthcare .. | .2111197 |   481.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
163. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Correctional O.. | .2067478 |   169.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
164. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Police and Det.. | .3364035 |   516.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
165. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Fire Fighting .. | .2957326 |   266.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
166. | occ2010_3d                                 |  college |       nobs |
     | Supervisors, Protective Service Workers,.. | .3656404 |   358.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
167. | occ2010_3d                                 |  college |       nobs |
     |                               Firefighters | .2237327 |  1433.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
168. | occ2010_3d                                 |  college |       nobs |
     |                            Fire Inspectors | .1765321 |   100.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
169. | occ2010_3d                                 |  college |       nobs |
     | Sheriffs, Bailiffs, Correctional Officer.. | .1450277 |  1551.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
170. | occ2010_3d                                 |  college |       nobs |
     |             Police Officers and Detectives | .3930629 |  3648.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
171. | occ2010_3d                                 |  college |       nobs |
     |                             Animal Control | .1842655 |  4260.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
172. | occ2010_3d                                 |  college |       nobs |
     |       Private Detectives and Investigators | .5374563 |   282.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
173. | occ2010_3d                                 |  college |       nobs |
     | Security Guards and Gaming Surveillance .. | .1597679 |  3508.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
174. | occ2010_3d                                 |  college |       nobs |
     |                            Crossing Guards | .1842655 |  4260.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
175. | occ2010_3d                                 |  college |       nobs |
     |               Law enforcement workers, nec | .2045962 |   349.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
176. | occ2010_3d                                 |  college |       nobs |
     |                            Chefs and Cooks | .0605403 |  8149.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
177. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Food Preparati.. |  .197502 |  1295.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
178. | occ2010_3d                                 |  college |       nobs |
     |                   Food Preparation Workers | .0538405 |  1660.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
179. | occ2010_3d                                 |  college |       nobs |
     |                                 Bartenders | .2086253 |   857.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
180. | occ2010_3d                                 |  college |       nobs |
     | Combined Food Preparation and Serving Wo.. | .0679756 |   604.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
181. | occ2010_3d                                 |  college |       nobs |
     | Counter Attendant, Cafeteria, Food Conce.. | .0358827 |   418.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
182. | occ2010_3d                                 |  college |       nobs |
     |                     Waiters and Waitresses | .1388951 |  2739.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
183. | occ2010_3d                                 |  college |       nobs |
     |                Food Servers, Nonrestaurant | .1053985 |   293.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
184. | occ2010_3d                                 |  college |       nobs |
     | Food preparation and serving related wor.. | .0721998 |   954.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
185. | occ2010_3d                                 |  college |       nobs |
     |                                Dishwashers | .0217907 |  1314.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
186. | occ2010_3d                                 |  college |       nobs |
     | Host and Hostesses, Restaurant, Lounge, .. | .0875891 |   181.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
187. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Housekeeping a.. | .1583051 |   900.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
188. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Landscaping, L.. | .1666209 |  1168.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
189. | occ2010_3d                                 |  college |       nobs |
     |             Janitors and Building Cleaners | .0531031 |  7918.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
190. | occ2010_3d                                 |  college |       nobs |
     |            Maids and Housekeeping Cleaners | .0558812 |   916.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
191. | occ2010_3d                                 |  college |       nobs |
     |                       Pest Control Workers | .1262416 |   316.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
192. | occ2010_3d                                 |  college |       nobs |
     |                Grounds Maintenance Workers | .0512506 |  6013.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
193. | occ2010_3d                                 |  college |       nobs |
     |   First-Line Supervisors of Gaming Workers | .4079704 |   386.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
194. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Personal Servi.. | .2452469 |   259.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
195. | occ2010_3d                                 |  college |       nobs |
     |                            Animal Trainers | .2601103 |   960.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
196. | occ2010_3d                                 |  college |       nobs |
     |                  Nonfarm Animal Caretakers | .0909106 |   221.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
197. | occ2010_3d                                 |  college |       nobs |
     |                    Gaming Services Workers | .1811665 |   339.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
198. | occ2010_3d                                 |  college |       nobs |
     | Ushers, Lobby Attendants, and Ticket Tak.. | .0717501 |   108.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
199. | occ2010_3d                                 |  college |       nobs |
     | Entertainment Attendants and Related Wor.. |  .151217 |   514.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
200. | occ2010_3d                                 |  college |       nobs |
     |      Funeral Service Workers and Embalmers | .1820037 |  1040.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
201. | occ2010_3d                                 |  college |       nobs |
     |                                    Barbers | .0628859 |   321.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
202. | occ2010_3d                                 |  college |       nobs |
     | Hairdressers, Hairstylists, and Cosmetol.. | .1001082 |   279.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
203. | occ2010_3d                                 |  college |       nobs |
     |           Personal Appearance Workers, nec |  .093353 |   187.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
204. | occ2010_3d                                 |  college |       nobs |
     |  Baggage Porters, Bellhops, and Concierges | .0929639 |   301.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
205. | occ2010_3d                                 |  college |       nobs |
     |                     Tour and Travel Guides | .2304191 |   124.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
206. | occ2010_3d                                 |  college |       nobs |
     |                          Childcare Workers | .1887732 |   339.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
207. | occ2010_3d                                 |  college |       nobs |
     |                        Personal Care Aides | .1690369 |   751.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
208. | occ2010_3d                                 |  college |       nobs |
     |             Recreation and Fitness Workers | .3632259 |   599.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
209. | occ2010_3d                                 |  college |       nobs |
     |                       Residential Advisors | .2878777 |   121.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
210. | occ2010_3d                                 |  college |       nobs |
     | Personal Care and Service Workers, All O.. | .1532382 |   264.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
211. | occ2010_3d                                 |  college |       nobs |
     |    First-Line Supervisors of Sales Workers | .3290628 | 13759.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
212. | occ2010_3d                                 |  college |       nobs |
     |                                   Cashiers | .1181225 |  4046.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
213. | occ2010_3d                                 |  college |       nobs |
     |                  Counter and Rental Clerks | .2277122 |   385.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
214. | occ2010_3d                                 |  college |       nobs |
     |                         Parts Salespersons | .0652571 |   523.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
215. | occ2010_3d                                 |  college |       nobs |
     |                        Retail Salespersons | .2294813 |  7837.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
216. | occ2010_3d                                 |  college |       nobs |
     |                   Advertising Sales Agents | .5443926 |   525.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
217. | occ2010_3d                                 |  college |       nobs |
     |                     Insurance Sales Agents | .6215309 |  1407.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
218. | occ2010_3d                                 |  college |       nobs |
     | Securities, Commodities, and Financial S.. | .7851783 |  1066.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
219. | occ2010_3d                                 |  college |       nobs |
     |                              Travel Agents | .5457212 |  9430.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
220. | occ2010_3d                                 |  college |       nobs |
     | Sales Representatives, Services, All Other |  .508559 |  1658.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
221. | occ2010_3d                                 |  college |       nobs |
     | Sales Representatives, Wholesale and Man.. | .4807634 |  4682.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
222. | occ2010_3d                                 |  college |       nobs |
     | Models, Demonstrators, and Product Promo.. | .4612319 |  3148.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
223. | occ2010_3d                                 |  college |       nobs |
     |       Real Estate Brokers and Sales Agents |  .565502 |  1726.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
224. | occ2010_3d                                 |  college |       nobs |
     |                            Sales Engineers | .6847219 |   149.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
225. | occ2010_3d                                 |  college |       nobs |
     |                              Telemarketers | .1910931 |   270.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
226. | occ2010_3d                                 |  college |       nobs |
     |                  Sales and Related Workers | .1628576 |   415.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
227. | occ2010_3d                                 |  college |       nobs |
     |                                        496 | .4434375 |   496.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
228. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Office and Adm.. | .3647234 |  2335.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
229. | occ2010_3d                                 |  college |       nobs |
     | Switchboard Operators, Including Answeri.. | .3621106 |  2421.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
230. | occ2010_3d                                 |  college |       nobs |
     |                        Telephone Operators | .3621106 |  2421.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
231. | occ2010_3d                                 |  college |       nobs |
     | Communications Equipment Operators, All .. | .3621106 |  2421.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
232. | occ2010_3d                                 |  college |       nobs |
     |                Bill and Account Collectors | .2082431 |   394.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
233. | occ2010_3d                                 |  college |       nobs |
     |                 Billing and Posting Clerks |  .363839 |   215.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
234. | occ2010_3d                                 |  college |       nobs |
     | Bookkeeping, Accounting, and Auditing Cl.. | .3224622 |   602.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
235. | occ2010_3d                                 |  college |       nobs |
     |                        Gaming Cage Workers | .3013178 |  1760.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
236. | occ2010_3d                                 |  college |       nobs |
     |             Payroll and Timekeeping Clerks | .3013178 |  1760.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
237. | occ2010_3d                                 |  college |       nobs |
     |                         Procurement Clerks | .3013178 |  1760.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
238. | occ2010_3d                                 |  college |       nobs |
     |             Bank Tellers, Financial Clerks | .3073443 |   395.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
239. | occ2010_3d                                 |  college |       nobs |
     |                           Brokerage Clerks | .2749248 |  3772.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
240. | occ2010_3d                                 |  college |       nobs |
     |       Court, Municipal, and License Clerks | .3006368 |   121.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
241. | occ2010_3d                                 |  college |       nobs |
     |   Credit Authorizers, Checkers, and Clerks | .2749248 |  3772.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
242. | occ2010_3d                                 |  college |       nobs |
     |           Customer Service Representatives |  .264413 |  3206.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
243. | occ2010_3d                                 |  college |       nobs |
     | Eligibility Interviewers, Government Pro.. | .2749248 |  3772.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
244. | occ2010_3d                                 |  college |       nobs |
     |                                File Clerks | .2612132 |   310.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
245. | occ2010_3d                                 |  college |       nobs |
     |       Hotel, Motel, and Resort Desk Clerks | .1302561 |   217.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
246. | occ2010_3d                                 |  college |       nobs |
     |  Interviewers, Except Eligibility and Loan | .4172642 |   178.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
247. | occ2010_3d                                 |  college |       nobs |
     |               Library Assistants, Clerical | .3438126 |   109.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
248. | occ2010_3d                                 |  college |       nobs |
     |               Loan Interviewers and Clerks | .5122577 |   130.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
249. | occ2010_3d                                 |  college |       nobs |
     |                         New Account Clerks | .3240028 |   938.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
250. | occ2010_3d                                 |  college |       nobs |
     |      Correspondent clerks and order clerks | .2049712 |   221.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
251. | occ2010_3d                                 |  college |       nobs |
     | Human Resources Assistants, Except Payro.. | .3240028 |   938.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
252. | occ2010_3d                                 |  college |       nobs |
     |       Receptionists and Information Clerks | .1997036 |   523.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
253. | occ2010_3d                                 |  college |       nobs |
     | Reservation and Transportation Ticket Ag.. | .3675413 |   229.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
254. | occ2010_3d                                 |  college |       nobs |
     |   Information and Record Clerks, All Other |  .256734 |   834.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
255. | occ2010_3d                                 |  college |       nobs |
     |                   Cargo and Freight Agents | .1696783 |  3493.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
256. | occ2010_3d                                 |  college |       nobs |
     |                    Couriers and Messengers | .1384973 |  1015.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
257. | occ2010_3d                                 |  college |       nobs |
     |                                Dispatchers | .1673924 |   584.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
258. | occ2010_3d                                 |  college |       nobs |
     |                   Meter Readers, Utilities | .0503556 |   157.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
259. | occ2010_3d                                 |  college |       nobs |
     |                      Postal Service Clerks |  .168096 |   351.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
260. | occ2010_3d                                 |  college |       nobs |
     |               Postal Service Mail Carriers | .2081161 |  1115.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
261. | occ2010_3d                                 |  college |       nobs |
     | Postal Service Mail Sorters, Processors,.. | .1950533 |   209.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
262. | occ2010_3d                                 |  college |       nobs |
     | Production, Planning, and Expediting Cle.. | .3394707 |   628.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
263. | occ2010_3d                                 |  college |       nobs |
     |    Shipping, Receiving, and Traffic Clerks | .0737964 |  1929.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
264. | occ2010_3d                                 |  college |       nobs |
     |             Stock Clerks and Order Fillers | .0768198 |  4831.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
265. | occ2010_3d                                 |  college |       nobs |
     | Weighers, Measurers, Checkers, and Sampl.. | .1698872 |   205.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
266. | occ2010_3d                                 |  college |       nobs |
     |  Secretaries and Administrative Assistants | .4238708 |   662.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
267. | occ2010_3d                                 |  college |       nobs |
     |                         Computer Operators |  .309615 |   274.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
268. | occ2010_3d                                 |  college |       nobs |
     |                          Data Entry Keyers | .3318509 |   385.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
269. | occ2010_3d                                 |  college |       nobs |
     |                Word Processors and Typists | .2905422 |  2079.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
270. | occ2010_3d                                 |  college |       nobs |
     | Insurance Claims and Policy Processing C.. | .5126136 |   231.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
271. | occ2010_3d                                 |  college |       nobs |
     | Mail Clerks and Mail Machine Operators, .. | .1241799 |   271.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
272. | occ2010_3d                                 |  college |       nobs |
     |                     Office Clerks, General | .2517324 |   853.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
273. | occ2010_3d                                 |  college |       nobs |
     |  Office Machine Operators, Except Computer | .3498106 |   794.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
274. | occ2010_3d                                 |  college |       nobs |
     |              Proofreaders and Copy Markers | .3498106 |   794.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
275. | occ2010_3d                                 |  college |       nobs |
     |                     Statistical Assistants | .3498106 |   794.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
276. | occ2010_3d                                 |  college |       nobs |
     | Office and administrative support worker.. | .3776206 |   657.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
277. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Farming, Fishi.. |  .155317 |   231.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
278. | occ2010_3d                                 |  college |       nobs |
     |                    Agricultural Inspectors | .0534431 |  3945.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
279. | occ2010_3d                                 |  college |       nobs |
     | Graders and Sorters, Agricultural Products | .0394626 |   204.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
280. | occ2010_3d                                 |  college |       nobs |
     |                  Agricultural workers, nec | .0390543 |  3433.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
281. | occ2010_3d                                 |  college |       nobs |
     |                Fishing and hunting workers | .1226888 |   303.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
282. | occ2010_3d                                 |  college |       nobs |
     |            Forest and Conservation Workers | .0739899 |   854.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
283. | occ2010_3d                                 |  college |       nobs |
     |                            Logging Workers | .0293023 |   485.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
284. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Construction T.. | .0950877 |  4045.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
285. | occ2010_3d                                 |  college |       nobs |
     |                               Boilermakers | .0097444 |   134.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
286. | occ2010_3d                                 |  college |       nobs |
     |  Brickmasons, Blockmasons, and Stonemasons | .0435493 |  1016.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
287. | occ2010_3d                                 |  college |       nobs |
     |                                 Carpenters | .0656761 |  8431.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
288. | occ2010_3d                                 |  college |       nobs |
     | Carpet, Floor, and Tile Installers and F.. | .0262654 |  1125.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
289. | occ2010_3d                                 |  college |       nobs |
     | Cement Masons, Concrete Finishers, and T.. | .0223729 |   505.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
290. | occ2010_3d                                 |  college |       nobs |
     |                      Construction Laborers | .0538595 |  8617.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
291. | occ2010_3d                                 |  college |       nobs |
     | Paving, Surfacing, and Tamping Equipment.. | .0257935 |   148.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
292. | occ2010_3d                                 |  college |       nobs |
     | Construction equipment operators except .. | .0272152 |  2409.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
293. | occ2010_3d                                 |  college |       nobs |
     | Drywall Installers, Ceiling Tile Install.. | .0309275 |  1146.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
294. | occ2010_3d                                 |  college |       nobs |
     |                               Electricians | .0731403 |  4325.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
295. | occ2010_3d                                 |  college |       nobs |
     |                                   Glaziers | .0429864 |   286.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
296. | occ2010_3d                                 |  college |       nobs |
     |                         Insulation Workers | .0130043 |   299.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
297. | occ2010_3d                                 |  college |       nobs |
     |     Painters, Construction and Maintenance |  .061852 |  2971.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
298. | occ2010_3d                                 |  college |       nobs |
     |                               Paperhangers | .0521366 |  6890.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
299. | occ2010_3d                                 |  college |       nobs |
     | Pipelayers, Plumbers, Pipefitters, and S.. | .0495263 |  3328.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
300. | occ2010_3d                                 |  college |       nobs |
     |               Plasterers and Stucco Masons | .0150705 |   281.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
301. | occ2010_3d                                 |  college |       nobs |
     |         Reinforcing Iron and Rebar Workers | .0550763 |  2422.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
302. | occ2010_3d                                 |  college |       nobs |
     |                                    Roofers | .0381924 |  1262.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
303. | occ2010_3d                                 |  college |       nobs |
     |         Sheet Metal Workers, metal-working | .0665387 |   648.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
304. | occ2010_3d                                 |  college |       nobs |
     |          Structural Iron and Steel Workers | .0866943 |   456.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
305. | occ2010_3d                                 |  college |       nobs |
     |               Helpers, Construction Trades | .0281472 |   441.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
306. | occ2010_3d                                 |  college |       nobs |
     |       Construction and Building Inspectors | .2417807 |   441.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
307. | occ2010_3d                                 |  college |       nobs |
     |          Elevator Installers and Repairers | .0948613 |   169.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
308. | occ2010_3d                                 |  college |       nobs |
     |                             Fence Erectors |  .058564 |   204.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
309. | occ2010_3d                                 |  college |       nobs |
     |        Hazardous Materials Removal Workers |  .133731 |   154.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
310. | occ2010_3d                                 |  college |       nobs |
     |                Highway Maintenance Workers | .0401579 |   651.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
311. | occ2010_3d                                 |  college |       nobs |
     | Rail-Track Laying and Maintenance Equipm.. | .0636731 |  1530.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
312. | occ2010_3d                                 |  college |       nobs |
     |                  Construction workers, nec | .0667706 |   267.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
313. | occ2010_3d                                 |  college |       nobs |
     | Derrick, rotary drill, and service unit .. | .0301048 |   300.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
314. | occ2010_3d                                 |  college |       nobs |
     |         Earth Drillers, Except Oil and Gas | .0360783 |   192.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
315. | occ2010_3d                                 |  college |       nobs |
     | Explosives Workers, Ordnance Handling Ex.. | .0424202 |  1043.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
316. | occ2010_3d                                 |  college |       nobs |
     |                   Mining Machine Operators | .0424252 |   502.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
317. | occ2010_3d                                 |  college |       nobs |
     |                    Extraction workers, nec | .0322517 |   634.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
318. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Mechanics, Ins.. | .1434925 |  1535.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
319. | occ2010_3d                                 |  college |       nobs |
     | Computer, Automated Teller, and Office M.. | .2640112 |  1350.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
320. | occ2010_3d                                 |  college |       nobs |
     | Radio and Telecommunications Equipment I.. | .1685005 |   835.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
321. | occ2010_3d                                 |  college |       nobs |
     |                       Avionics Technicians | .1867909 |  3936.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
322. | occ2010_3d                                 |  college |       nobs |
     | Electric Motor, Power Tool, and Related .. | .0433859 |   157.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
323. | occ2010_3d                                 |  college |       nobs |
     | Electrical and electronics repairers, tr.. | .1154638 |   106.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
324. | occ2010_3d                                 |  college |       nobs |
     | Electronic Equipment Installers and Repa.. | .1144049 |   117.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
325. | occ2010_3d                                 |  college |       nobs |
     | Electronic Home Entertainment Equipment .. |  .131456 |   283.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
326. | occ2010_3d                                 |  college |       nobs |
     | Security and Fire Alarm Systems Installers | .0763989 |   255.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
327. | occ2010_3d                                 |  college |       nobs |
     | Aircraft Mechanics and Service Technicians | .1339084 |   662.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
328. | occ2010_3d                                 |  college |       nobs |
     |      Automotive Body and Related Repairers |  .026242 |   816.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
329. | occ2010_3d                                 |  college |       nobs |
     |  Automotive Glass Installers and Repairers | .0602364 |   110.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
330. | occ2010_3d                                 |  college |       nobs |
     | Automotive Service Technicians and Mecha.. | .0495763 |  4450.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
331. | occ2010_3d                                 |  college |       nobs |
     | Bus and Truck Mechanics and Diesel Engin.. | .0429827 |  1743.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
332. | occ2010_3d                                 |  college |       nobs |
     | Heavy Vehicle and Mobile Equipment Servi.. | .0428747 |  1281.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
333. | occ2010_3d                                 |  college |       nobs |
     |                     Small Engine Mechanics | .0294218 |   272.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
334. | occ2010_3d                                 |  college |       nobs |
     | Vehicle and Mobile Equipment Mechanics, .. | .0298379 |   483.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
335. | occ2010_3d                                 |  college |       nobs |
     | Control and Valve Installers and Repairers | .0726478 |   127.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
336. | occ2010_3d                                 |  college |       nobs |
     | Heating, Air Conditioning, and Refrigera.. | .0578521 |  1961.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
337. | occ2010_3d                                 |  college |       nobs |
     |                   Home Appliance Repairers | .0837903 |   217.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
338. | occ2010_3d                                 |  college |       nobs |
     | Industrial and Refractory Machinery Mech.. | .0611578 |  2284.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
339. | occ2010_3d                                 |  college |       nobs |
     |    Maintenance and Repair Workers, General | .0753408 |  2194.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
340. | occ2010_3d                                 |  college |       nobs |
     |             Maintenance Workers, Machinery | .0345965 |   189.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
341. | occ2010_3d                                 |  college |       nobs |
     |                                Millwrights | .0670438 |   318.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
342. | occ2010_3d                                 |  college |       nobs |
     | Electrical Power-Line Installers and Rep.. | .0833555 |   696.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
343. | occ2010_3d                                 |  college |       nobs |
     | Telecommunications Line Installers and R.. | .0893319 |  1014.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
344. | occ2010_3d                                 |  college |       nobs |
     | Precision Instrument and Equipment Repai.. | .2522498 |   288.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
345. | occ2010_3d                                 |  college |       nobs |
     | Coin, Vending, and Amusement Machine Ser.. |  .136774 |   192.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
346. | occ2010_3d                                 |  college |       nobs |
     |              Locksmiths and Safe Repairers | .0905251 |   140.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
347. | occ2010_3d                                 |  college |       nobs |
     | Manufactured Building and Mobile Home In.. | .1012838 |   446.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
348. | occ2010_3d                                 |  college |       nobs |
     |                                    Riggers | .1012838 |   446.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
349. | occ2010_3d                                 |  college |       nobs |
     | Helpers--Installation, Maintenance, and .. | .0738087 |  1107.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
350. | occ2010_3d                                 |  college |       nobs |
     | Other Installation, Maintenance, and Rep.. | .0748327 |  1009.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
351. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Production and.. | .1384432 |  3443.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
352. | occ2010_3d                                 |  college |       nobs |
     | Aircraft Structure, Surfaces, Rigging, a.. | .0974049 |  7410.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
353. | occ2010_3d                                 |  college |       nobs |
     | Electrical, Electronics, and Electromech.. | .0711046 |   452.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
354. | occ2010_3d                                 |  college |       nobs |
     |        Engine and Other Machine Assemblers | .0974049 |  7410.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
355. | occ2010_3d                                 |  college |       nobs |
     |   Structural Metal Fabricators and Fitters | .0831805 |   142.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
356. | occ2010_3d                                 |  college |       nobs |
     |            Assemblers and Fabricators, nec | .0631316 |  3237.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
357. | occ2010_3d                                 |  college |       nobs |
     |                                     Bakers |   .09696 |   491.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
358. | occ2010_3d                                 |  college |       nobs |
     | Butchers and Other Meat, Poultry, and Fi.. | .0369815 |  1391.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
359. | occ2010_3d                                 |  college |       nobs |
     | Food and Tobacco Roasting, Baking, and D.. | .0574011 |  2399.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
360. | occ2010_3d                                 |  college |       nobs |
     |                           Food Batchmakers | .0678303 |   209.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
361. | occ2010_3d                                 |  college |       nobs |
     | Food Cooking and Processing Machine Oper.. | .0596674 |   270.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
362. | occ2010_3d                                 |  college |       nobs |
     | Computer Control Programmers and Operators | .0756884 |   322.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
363. | occ2010_3d                                 |  college |       nobs |
     | Extruding and Drawing Machine Setters, O.. | .0589881 |   898.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
364. | occ2010_3d                                 |  college |       nobs |
     | Forging Machine Setters, Operators, and .. | .0589881 |   898.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
365. | occ2010_3d                                 |  college |       nobs |
     | Rolling Machine Setters, Operators, and .. | .0589881 |   898.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
366. | occ2010_3d                                 |  college |       nobs |
     | Cutting, Punching, and Press Machine Set.. | .0448828 |   430.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
367. | occ2010_3d                                 |  college |       nobs |
     | Drilling and Boring Machine Tool Setters.. | .0589881 |   898.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
368. | occ2010_3d                                 |  college |       nobs |
     | Grinding, Lapping, Polishing, and Buffin.. | .0444353 |   252.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
369. | occ2010_3d                                 |  college |       nobs |
     | Lathe and Turning Machine Tool Setters, .. | .0491778 |  2438.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
370. | occ2010_3d                                 |  college |       nobs |
     |                                 Machinists | .0492227 |  1978.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
371. | occ2010_3d                                 |  college |       nobs |
     | Metal Furnace Operators, Tenders, Pourer.. | .0491778 |  2438.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
372. | occ2010_3d                                 |  college |       nobs |
     | Model Makers and Patternmakers, Metal an.. | .0491778 |  2438.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
373. | occ2010_3d                                 |  college |       nobs |
     | Molders and Molding Machine Setters, Ope.. | .0251226 |   207.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
374. | occ2010_3d                                 |  college |       nobs |
     |                        Tool and Die Makers | .0826964 |   298.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
375. | occ2010_3d                                 |  college |       nobs |
     |    Welding, Soldering, and Brazing Workers | .0323033 |  3103.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
376. | occ2010_3d                                 |  college |       nobs |
     | Heat Treating Equipment Setters, Operato.. | .0368635 |  3626.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
377. | occ2010_3d                                 |  college |       nobs |
     | Plating and Coating Machine Setters, Ope.. | .0598766 |  2761.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
378. | occ2010_3d                                 |  college |       nobs |
     |      Tool Grinders, Filers, and Sharpeners | .0598766 |  2761.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
379. | occ2010_3d                                 |  college |       nobs |
     |     Metal workers and plastic workers, nec | .0399889 |  1553.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
380. | occ2010_3d                                 |  college |       nobs |
     | Bookbinders, Printing Machine Operators,.. | .0732568 |   964.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
381. | occ2010_3d                                 |  college |       nobs |
     |           Prepress Technicians and Workers | .2566879 |   124.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
382. | occ2010_3d                                 |  college |       nobs |
     |           Laundry and Dry-Cleaning Workers |  .071422 |   485.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
383. | occ2010_3d                                 |  college |       nobs |
     | Pressers, Textile, Garment, and Related .. |  .089976 |  1004.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
384. | occ2010_3d                                 |  college |       nobs |
     |                   Sewing Machine Operators | .0628724 |   268.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
385. | occ2010_3d                                 |  college |       nobs |
     |     Shoe and Leather Workers and Repairers |  .089976 |  1004.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
386. | occ2010_3d                                 |  college |       nobs |
     |         Shoe Machine Operators and Tenders |  .089976 |  1004.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
387. | occ2010_3d                                 |  college |       nobs |
     |           Tailors, Dressmakers, and Sewers | .2395713 |   103.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
388. | occ2010_3d                                 |  college |       nobs |
     | Textile bleaching and dyeing, and cuttin.. | .0134144 |   333.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
389. | occ2010_3d                                 |  college |       nobs |
     | Textile Knitting and Weaving Machine Set.. | .0134144 |   333.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
390. | occ2010_3d                                 |  college |       nobs |
     | Textile Winding, Twisting, and Drawing O.. | .0134144 |   333.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
391. | occ2010_3d                                 |  college |       nobs |
     |                               Upholsterers | .0233714 |   179.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
392. | occ2010_3d                                 |  college |       nobs |
     | Textile, Apparel, and Furnishings worker.. | .0134144 |   333.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
393. | occ2010_3d                                 |  college |       nobs |
     |         Cabinetmakers and Bench Carpenters | .0888545 |   375.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
394. | occ2010_3d                                 |  college |       nobs |
     |                        Furniture Finishers | .0734484 |   877.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
395. | occ2010_3d                                 |  college |       nobs |
     | Sawing Machine Setters, Operators, and T.. | .0090399 |   182.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
396. | occ2010_3d                                 |  college |       nobs |
     | Woodworking Machine Setters, Operators, .. | .0695013 |   112.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
397. | occ2010_3d                                 |  college |       nobs |
     | Woodworkers including model makers and p.. | .1348919 |   128.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
398. | occ2010_3d                                 |  college |       nobs |
     | Power Plant Operators, Distributors, and.. | .2114785 |   238.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
399. | occ2010_3d                                 |  college |       nobs |
     |  Stationary Engineers and Boiler Operators | .1016553 |   519.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
400. | occ2010_3d                                 |  college |       nobs |
     | Water Wastewater Treatment Plant and Sys.. | .0953438 |   325.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
401. | occ2010_3d                                 |  college |       nobs |
     |            Plant and System Operators, nec | .0564523 |   224.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
402. | occ2010_3d                                 |  college |       nobs |
     | Chemical Processing Machine Setters, Ope.. | .1107451 |   249.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
403. | occ2010_3d                                 |  college |       nobs |
     | Crushing, Grinding, Polishing, Mixing, a.. | .0673902 |   468.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
404. | occ2010_3d                                 |  college |       nobs |
     |                            Cutting Workers | .0328281 |   317.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
405. | occ2010_3d                                 |  college |       nobs |
     | Extruding, Forming, Pressing, and Compac.. | .0559379 |   149.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
406. | occ2010_3d                                 |  college |       nobs |
     | Furnace, Kiln, Oven, Drier, and Kettle O.. |  .159033 |  3151.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
407. | occ2010_3d                                 |  college |       nobs |
     | Inspectors, Testers, Sorters, Samplers, .. | .1734315 |  2281.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
408. | occ2010_3d                                 |  college |       nobs |
     | Jewelers and Precious Stone and Metal Wo.. | .2032823 |   119.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
409. | occ2010_3d                                 |  college |       nobs |
     | Medical, Dental, and Ophthalmic Laborato.. | .2423458 |   236.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
410. | occ2010_3d                                 |  college |       nobs |
     | Packaging and Filling Machine Operators .. | .0378323 |   781.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
411. | occ2010_3d                                 |  college |       nobs |
     |                 Painting Workers and Dyers | .0333845 |   766.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
412. | occ2010_3d                                 |  college |       nobs |
     | Photographic Process Workers and Process.. |  .163289 |   106.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
413. | occ2010_3d                                 |  college |       nobs |
     | Adhesive Bonding Machine Operators and T.. |  .042777 |  1723.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
414. | occ2010_3d                                 |  college |       nobs |
     | Cleaning, Washing, and Metal Pickling Eq.. |  .042777 |  1723.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
415. | occ2010_3d                                 |  college |       nobs |
     |      Etchers, Engravers, and Lithographers | .0571151 |  4341.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
416. | occ2010_3d                                 |  college |       nobs |
     | Molders, Shapers, and Casters, Except Me.. | .2627054 |   172.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
417. | occ2010_3d                                 |  college |       nobs |
     | Paper Goods Machine Setters, Operators, .. | .0603977 |   165.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
418. | occ2010_3d                                 |  college |       nobs |
     |                              Tire Builders | .0571151 |  4341.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
419. | occ2010_3d                                 |  college |       nobs |
     |                Helpers--Production Workers | .0081579 |   181.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
420. | occ2010_3d                                 |  college |       nobs |
     | Other production workers including semic.. | .0514079 |  3712.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
421. | occ2010_3d                                 |  college |       nobs |
     | Supervisors of Transportation and Materi.. | .1447094 |   878.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
422. | occ2010_3d                                 |  college |       nobs |
     |       Aircraft Pilots and Flight Engineers | .7269893 |   570.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
423. | occ2010_3d                                 |  college |       nobs |
     | Air Traffic Controllers and Airfield Ope.. | .4369754 |   169.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
424. | occ2010_3d                                 |  college |       nobs |
     | Flight Attendants and Transportation Wor.. | .4612518 |   137.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
425. | occ2010_3d                                 |  college |       nobs |
     |   Bus and Ambulance Drivers and Attendants | .1245377 |  1474.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
426. | occ2010_3d                                 |  college |       nobs |
     |     Driver/Sales Workers and Truck Drivers | .0548011 | 16292.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
427. | occ2010_3d                                 |  college |       nobs |
     |                Taxi Drivers and Chauffeurs | .2025808 |  1423.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
428. | occ2010_3d                                 |  college |       nobs |
     |         Motor Vehicle Operators, All Other | .0783762 |   180.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
429. | occ2010_3d                                 |  college |       nobs |
     |         Locomotive Engineers and Operators | .0949921 |   274.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
430. | occ2010_3d                                 |  college |       nobs |
     | Railroad Brake, Signal, and Switch Opera.. | .1070699 |   665.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
431. | occ2010_3d                                 |  college |       nobs |
     |        Railroad Conductors and Yardmasters | .1206453 |   293.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
432. | occ2010_3d                                 |  college |       nobs |
     | Subway, Streetcar, and Other Rail Transp.. | .1070699 |   665.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
433. | occ2010_3d                                 |  college |       nobs |
     | Sailors and marine oilers, and ship engi.. |  .170004 |   140.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
434. | occ2010_3d                                 |  college |       nobs |
     |       Ship and Boat Captains and Operators | .2117386 |   211.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
435. | occ2010_3d                                 |  college |       nobs |
     |                     Parking Lot Attendants | .1150072 |   356.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
436. | occ2010_3d                                 |  college |       nobs |
     | Automotive and Watercraft Service Attend.. | .0883771 |   423.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
437. | occ2010_3d                                 |  college |       nobs |
     |                  Transportation Inspectors | .1633959 |   186.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
438. | occ2010_3d                                 |  college |       nobs |
     |                Transportation workers, nec |  .103377 |   123.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
439. | occ2010_3d                                 |  college |       nobs |
     |                  Crane and Tower Operators | .0413469 |   339.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
440. | occ2010_3d                                 |  college |       nobs |
     | Dredge, Excavating, and Loading Machine .. | .0403244 |   305.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
441. | occ2010_3d                                 |  college |       nobs |
     | Conveyor operators and tenders, and hois.. | .0410188 |   702.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
442. | occ2010_3d                                 |  college |       nobs |
     |     Industrial Truck and Tractor Operators | .0301207 |  2692.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
443. | occ2010_3d                                 |  college |       nobs |
     |         Cleaners of Vehicles and Equipment | .0250138 |  1590.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
444. | occ2010_3d                                 |  college |       nobs |
     | Laborers and Freight, Stock, and Materia.. | .0483696 |  8207.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
445. | occ2010_3d                                 |  college |       nobs |
     |             Machine Feeders and Offbearers | .0432521 |   110.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
446. | occ2010_3d                                 |  college |       nobs |
     |                Packers and Packagers, Hand | .0501794 |  1105.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
447. | occ2010_3d                                 |  college |       nobs |
     |                  Pumping Station Operators | .1500773 |   167.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
448. | occ2010_3d                                 |  college |       nobs |
     |  Refuse and Recyclable Material Collectors | .0416435 |   441.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
449. | occ2010_3d                                 |  college |       nobs |
     |               Material moving workers, nec | .0727195 |   280.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
450. | occ2010_3d                                 |  college |       nobs |
     |               Military, Rank Not Specified | .1225309 |   138.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

.     l if inrange(college,.45,.55), sep(0) str(14)

     +-------------------------------------------------------------------+
  2. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | General and Op.. |  1.0525e+07 | .5197292 |  3725.0000 |        0 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .6561352   |   12500.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 20. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Property, Real.. |  4.1371e+06 |  .488627 |  1398.0000 |        4 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .518163   |   13183.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 22. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Managers, nec .. |  3.2576e+07 | .5105434 | 11189.0000 |        4 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .518163   |   13183.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 23. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Agents and Bus.. | 368964.4209 | .5312564 |   108.0000 |        5 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5424443   |    2220.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 24. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Buyers and Pur.. | 178220.8556 | .5424443 |  2220.0000 |        5 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5424443   |    2220.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 26. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Purchasing Age.. |  1.7886e+06 | .5050204 |   599.0000 |        5 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5424443   |    2220.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 31. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |     Logisticians | 493056.2205 | .4603719 |   186.0000 |        7 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .7426369   |    2957.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 52. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Network and Co.. |  2.6101e+06 | .5347502 |   947.0000 |       11 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5347502   |     947.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
106. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Other Teachers.. |  4.4990e+06 | .4751135 |  1328.0000 |       23 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .8411372   |    7297.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
113. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |        Designers |  5.6524e+06 | .5091566 |  1822.0000 |       26 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5247668   |    2310.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
115. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Athletes, Coac.. |  2.6615e+06 | .5091802 |   849.0000 |       27 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5096176   |    2012.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
116. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Dancers and Ch.. |  61360.0994 | .5096176 |  2012.0000 |       27 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5096176   |    2012.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
117. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Musicians, Sin.. |  1.6403e+06 | .4736348 |   513.0000 |       27 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5096176   |    2012.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
124. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Media and Comm.. | 328968.1888 | .4860842 |   140.0000 |       28 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .7323722   |    1830.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
148. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Dental Hygieni.. |  58298.3879 | .4785922 |   886.0000 |       33 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .4785922   |     886.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
155. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Health Technol.. | 674234.7449 | .5263413 |   212.0000 |       35 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .4200997   |     783.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
172. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Private Detect.. | 800904.1527 | .5374563 |   282.0000 |       39 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1842655   |    4260.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
216. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Advertising Sa.. |  1.6356e+06 | .5443926 |   525.0000 |       48 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5457212   |    9430.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
219. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |    Travel Agents | 187608.5330 | .5457212 |  9430.0000 |       48 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5457212   |    9430.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
220. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Sales Represen.. |  4.7336e+06 |  .508559 |  1658.0000 |       48 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5457212   |    9430.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
221. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Sales Represen.. |  1.3497e+07 | .4807634 |  4682.0000 |       48 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5457212   |    9430.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
222. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Models, Demons.. | 372037.1016 | .4612319 |  3148.0000 |       49 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .4612319   |    3148.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
248. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Loan Interview.. | 377599.8151 | .5122577 |   130.0000 |       53 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .3240028   |     938.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
270. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Insurance Clai.. | 793803.8320 | .5126136 |   231.0000 |       58 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .2905422   |    2079.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
424. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Flight Attenda.. | 445460.0736 | .4612518 |   137.0000 |       90 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .3920541   |    1754.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

.     l if inrange(college,0,.1) | inrange(college,.9,1), sep(0) str(14)

     +-------------------------------------------------------------------+
 13. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Education Admi.. |  4.5668e+06 | .9125456 |  1555.0000 |        2 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .3627655   |   10405.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 73. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Surveying and .. |  1.0243e+06 | .0752386 |   369.0000 |       15 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .428668   |    4596.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 75. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Biological Sci.. | 982096.0307 | .9621064 |   321.0000 |       16 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .8859762   |     992.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 77. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Medical Scient.. |  1.0494e+06 | .9923192 |   342.0000 |       16 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .8859762   |     992.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 78. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Astronomers an.. | 138237.4353 | .9388003 |  1316.0000 |       17 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9388003   |    1316.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 79. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Atmospheric an.. | 103784.1646 | .9388003 |  1316.0000 |       17 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9388003   |    1316.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 80. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Chemists and M.. | 975232.5264 | .9267579 |   341.0000 |       17 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9388003   |    1316.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 81. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Environmental .. |  1.1924e+06 | .9128166 |   409.0000 |       17 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9388003   |    1316.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 82. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Physical Scien.. |  1.3883e+06 | .9652839 |   455.0000 |       17 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9388003   |    1316.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 84. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |    Psychologists |  1.0246e+06 | .9925299 |   273.0000 |       18 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9221115   |     846.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 85. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Urban and Regi.. | 255842.3490 | .9221115 |   846.0000 |       18 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9221115   |     846.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 98. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Lawyers, and j.. |  1.0763e+07 | .9876131 |  3640.0000 |       21 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9387008   |    4178.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
101. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Postsecondary .. |  9.9099e+06 | .9244998 |  3476.0000 |       22 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9244998   |    3476.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
103. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Elementary and.. |  9.0981e+06 | .9290727 |  2958.0000 |       23 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .8411372   |    7297.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
104. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Secondary Scho.. |  7.3171e+06 | .9465834 |  2605.0000 |       23 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .8411372   |    7297.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
105. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Special Educat.. | 990253.4503 | .9397773 |   330.0000 |       23 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .8411372   |    7297.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
128. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |    Chiropractors | 517850.7258 | .9814221 |   226.0000 |       30 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9743691   |    4266.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
129. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |         Dentists |  1.6350e+06 | .9943373 |   612.0000 |       30 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9743691   |    4266.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
130. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Dieticians and.. | 208430.5752 | .9743691 |  4266.0000 |       30 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9743691   |    4266.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
131. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |     Optometrists | 484643.6662 | .9825171 |   107.0000 |       30 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9743691   |    4266.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
132. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |      Pharmacists |  1.7784e+06 | .9320996 |   549.0000 |       30 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9743691   |    4266.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
133. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Physicians and.. |  8.4884e+06 | .9902076 |  2715.0000 |       30 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9743691   |    4266.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
145. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |    Veterinarians | 453767.7679 | .9512773 |   148.0000 |       32 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .6912015   |     586.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
176. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |  Chefs and Cooks |  2.5817e+07 | .0605403 |  8149.0000 |       40 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0826592   |   12983.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
178. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Food Preparati.. |  5.1370e+06 | .0538405 |  1660.0000 |       40 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0826592   |   12983.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
180. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Combined Food .. |  1.9677e+06 | .0679756 |   604.0000 |       40 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0826592   |   12983.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
181. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Counter Attend.. |  1.5889e+06 | .0358827 |   418.0000 |       40 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0826592   |   12983.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
184. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Food preparati.. |  2.9525e+06 | .0721998 |   954.0000 |       41 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0992097   |    5481.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
185. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |      Dishwashers |  3.5904e+06 | .0217907 |  1314.0000 |       41 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0992097   |    5481.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
186. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Host and Hoste.. | 665166.8109 | .0875891 |   181.0000 |       41 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0992097   |    5481.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
189. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Janitors and B.. |  2.3929e+07 | .0531031 |  7918.0000 |       42 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0668558   |   17231.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
190. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Maids and Hous.. |  3.1336e+06 | .0558812 |   916.0000 |       42 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0668558   |   17231.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
192. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Grounds Mainte.. |  1.8921e+07 | .0512506 |  6013.0000 |       42 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0668558   |   17231.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
196. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Nonfarm Animal.. | 836333.6365 | .0909106 |   221.0000 |       43 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .2601103   |     960.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
198. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Ushers, Lobby .. | 252567.3693 | .0717501 |   108.0000 |       44 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1820037   |    1040.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
201. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |          Barbers |  1.2342e+06 | .0628859 |   321.0000 |       45 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0959757   |    1212.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
203. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Personal Appea.. | 508500.3073 |  .093353 |   187.0000 |       45 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0959757   |    1212.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
204. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Baggage Porter.. | 975604.8478 | .0929639 |   301.0000 |       45 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0959757   |    1212.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
214. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Parts Salesper.. |  1.5350e+06 | .0652571 |   523.0000 |       47 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .2591302   |   26550.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
258. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Meter Readers,.. | 378138.8987 | .0503556 |   157.0000 |       55 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1696783   |    3493.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
263. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Shipping, Rece.. |  5.8189e+06 | .0737964 |  1929.0000 |       56 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0990116   |    7593.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
264. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Stock Clerks a.. |  1.5158e+07 | .0768198 |  4831.0000 |       56 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0990116   |    7593.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
278. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Agricultural I.. | 252572.0671 | .0534431 |  3945.0000 |       60 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0534431   |    3945.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
279. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Graders and So.. |  1.1932e+06 | .0394626 |   204.0000 |       60 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0534431   |    3945.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
280. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Agricultural w.. |  9.7066e+06 | .0390543 |  3433.0000 |       60 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0534431   |    3945.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
282. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Forest and Con.. | 194702.5102 | .0739899 |   854.0000 |       61 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0739899   |     854.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
283. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |  Logging Workers |  1.2029e+06 | .0293023 |   485.0000 |       61 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0739899   |     854.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
284. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | First-Line Sup.. |  1.1481e+07 | .0950877 |  4045.0000 |       62 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0617409   |   23873.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
285. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |     Boilermakers | 333211.1268 | .0097444 |   134.0000 |       62 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0617409   |   23873.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
286. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Brickmasons, B.. |  2.6028e+06 | .0435493 |  1016.0000 |       62 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0617409   |   23873.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
287. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |       Carpenters |  2.4589e+07 | .0656761 |  8431.0000 |       62 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0617409   |   23873.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
288. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Carpet, Floor,.. |  3.2675e+06 | .0262654 |  1125.0000 |       62 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0617409   |   23873.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
289. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Cement Masons,.. |  1.2644e+06 | .0223729 |   505.0000 |       62 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0617409   |   23873.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
290. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Construction L.. |  2.8014e+07 | .0538595 |  8617.0000 |       62 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0617409   |   23873.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
291. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Paving, Surfac.. | 322154.5999 | .0257935 |   148.0000 |       63 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0531224   |    8314.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
292. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Construction e.. |  6.2691e+06 | .0272152 |  2409.0000 |       63 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0531224   |    8314.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
293. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Drywall Instal.. |  3.1420e+06 | .0309275 |  1146.0000 |       63 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0531224   |    8314.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
294. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |     Electricians |  1.1801e+07 | .0731403 |  4325.0000 |       63 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0531224   |    8314.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
295. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |         Glaziers | 798561.7109 | .0429864 |   286.0000 |       63 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0531224   |    8314.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
296. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Insulation Wor.. | 787821.4493 | .0130043 |   299.0000 |       64 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0521366   |    6890.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
297. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Painters, Cons.. |  9.7053e+06 |  .061852 |  2971.0000 |       64 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0521366   |    6890.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
298. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |     Paperhangers |  26529.2803 | .0521366 |  6890.0000 |       64 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0521366   |    6890.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
299. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Pipelayers, Pl.. |  9.7323e+06 | .0495263 |  3328.0000 |       64 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0521366   |    6890.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
300. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Plasterers and.. | 746821.0189 | .0150705 |   281.0000 |       64 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0521366   |    6890.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
301. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Reinforcing Ir.. | 112780.7096 | .0550763 |  2422.0000 |       65 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0550763   |    2422.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
302. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |          Roofers |  3.9352e+06 | .0381924 |  1262.0000 |       65 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0550763   |    2422.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
303. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Sheet Metal Wo.. |  1.8789e+06 | .0665387 |   648.0000 |       65 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0550763   |    2422.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
304. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Structural Iro.. |  1.6261e+06 | .0866943 |   456.0000 |       65 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0550763   |    2422.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
305. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Helpers, Const.. |  1.1829e+06 | .0281472 |   441.0000 |       66 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1330343   |     882.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
307. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Elevator Insta.. | 493069.5198 | .0948613 |   169.0000 |       67 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0636731   |    1530.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
308. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |   Fence Erectors | 758061.7082 |  .058564 |   204.0000 |       67 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0636731   |    1530.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
310. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Highway Mainte.. |  1.9004e+06 | .0401579 |   651.0000 |       67 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0636731   |    1530.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
311. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Rail-Track Lay.. | 231892.8422 | .0636731 |  1530.0000 |       67 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0636731   |    1530.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
312. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Construction w.. | 805621.5147 | .0667706 |   267.0000 |       67 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0636731   |    1530.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
313. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Derrick, rotar.. | 884453.5548 | .0301048 |   300.0000 |       68 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0424202   |    1043.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
314. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Earth Drillers.. | 473895.4567 | .0360783 |   192.0000 |       68 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0424202   |    1043.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
315. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Explosives Wor.. | 180765.2832 | .0424202 |  1043.0000 |       68 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0424202   |    1043.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
316. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Mining Machine.. |  1.2935e+06 | .0424252 |   502.0000 |       68 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0424202   |    1043.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
317. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Extraction wor.. |  2.1392e+06 | .0322517 |   634.0000 |       69 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0322517   |     634.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
322. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Electric Motor.. | 441906.8233 | .0433859 |   157.0000 |       70 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1867909   |    3936.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
326. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Security and F.. |  1.0191e+06 | .0763989 |   255.0000 |       71 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0864461   |    2349.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
328. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Automotive Bod.. |  2.1124e+06 |  .026242 |   816.0000 |       71 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0864461   |    2349.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
329. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Automotive Gla.. | 324717.1455 | .0602364 |   110.0000 |       71 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0864461   |    2349.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
330. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Automotive Ser.. |  1.2821e+07 | .0495763 |  4450.0000 |       72 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0452729   |    8229.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
331. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Bus and Truck .. |  4.7019e+06 | .0429827 |  1743.0000 |       72 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0452729   |    8229.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
332. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Heavy Vehicle .. |  3.8851e+06 | .0428747 |  1281.0000 |       72 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0452729   |    8229.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
333. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Small Engine M.. | 951658.7430 | .0294218 |   272.0000 |       72 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0452729   |    8229.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
334. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Vehicle and Mo.. |  1.7360e+06 | .0298379 |   483.0000 |       72 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0452729   |    8229.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
335. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Control and Va.. | 320854.1731 | .0726478 |   127.0000 |       73 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .064951   |    7290.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
336. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Heating, Air C.. |  5.7068e+06 | .0578521 |  1961.0000 |       73 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .064951   |    7290.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
337. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Home Appliance.. | 699172.2745 | .0837903 |   217.0000 |       73 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .064951   |    7290.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
338. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Industrial and.. |  6.2997e+06 | .0611578 |  2284.0000 |       73 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .064951   |    7290.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
339. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Maintenance an.. |  6.6850e+06 | .0753408 |  2194.0000 |       73 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .064951   |    7290.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
340. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Maintenance Wo.. | 542455.7047 | .0345965 |   189.0000 |       73 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .064951   |    7290.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
341. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |      Millwrights |  1.0339e+06 | .0670438 |   318.0000 |       73 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .064951   |    7290.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
342. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Electrical Pow.. |  1.9245e+06 | .0833555 |   696.0000 |       74 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1115825   |    1998.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
343. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Telecommunicat.. |  3.1545e+06 | .0893319 |  1014.0000 |       74 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1115825   |    1998.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
346. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Locksmiths and.. | 415703.3373 | .0905251 |   140.0000 |       75 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1012838   |     446.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
349. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Helpers--Insta.. | 255432.4855 | .0738087 |  1107.0000 |       76 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0738087   |    1107.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
350. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Other Installa.. |  2.9195e+06 | .0748327 |  1009.0000 |       76 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0738087   |    1107.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
352. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Aircraft Struc.. | 129050.1108 | .0974049 |  7410.0000 |       77 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0974049   |    7410.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
353. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Electrical, El.. |  1.2021e+06 | .0711046 |   452.0000 |       77 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0974049   |    7410.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
354. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Engine and Oth.. | 280795.9995 | .0974049 |  7410.0000 |       77 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0974049   |    7410.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
355. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Structural Met.. | 374779.1500 | .0831805 |   142.0000 |       77 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0974049   |    7410.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
356. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Assemblers and.. |  9.7608e+06 | .0631316 |  3237.0000 |       77 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0974049   |    7410.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
357. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |           Bakers |  1.8338e+06 |   .09696 |   491.0000 |       78 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0574011   |    2399.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
358. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Butchers and O.. |  4.5560e+06 | .0369815 |  1391.0000 |       78 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0574011   |    2399.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
359. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Food and Tobac.. |  81628.1950 | .0574011 |  2399.0000 |       78 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0574011   |    2399.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
360. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Food Batchmakers | 543468.8124 | .0678303 |   209.0000 |       78 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0574011   |    2399.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
361. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Food Cooking a.. | 901737.5659 | .0596674 |   270.0000 |       78 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0574011   |    2399.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
362. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Computer Contr.. |  1.0094e+06 | .0756884 |   322.0000 |       79 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0589881   |     898.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
363. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Extruding and .. | 137916.3924 | .0589881 |   898.0000 |       79 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0589881   |     898.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
364. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Forging Machin.. |  53265.4330 | .0589881 |   898.0000 |       79 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0589881   |     898.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
365. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Rolling Machin.. | 183676.7465 | .0589881 |   898.0000 |       79 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0589881   |     898.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
366. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Cutting, Punch.. |  1.2702e+06 | .0448828 |   430.0000 |       79 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0589881   |     898.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
367. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Drilling and B.. |  29929.6558 | .0589881 |   898.0000 |       79 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0589881   |     898.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
368. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Grinding, Lapp.. | 775347.7625 | .0444353 |   252.0000 |       80 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0491778   |    2438.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
369. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Lathe and Turn.. | 196028.5692 | .0491778 |  2438.0000 |       80 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0491778   |    2438.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
370. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |       Machinists |  5.6348e+06 | .0492227 |  1978.0000 |       80 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0491778   |    2438.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
371. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Metal Furnace .. | 319268.0426 | .0491778 |  2438.0000 |       80 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0491778   |    2438.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
372. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Model Makers a.. |  48374.5134 | .0491778 |  2438.0000 |       80 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0491778   |    2438.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
373. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Molders and Mo.. | 501755.0163 | .0251226 |   207.0000 |       81 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0368635   |    3626.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
374. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Tool and Die M.. | 939937.4498 | .0826964 |   298.0000 |       81 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0368635   |    3626.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
375. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Welding, Solde.. |  8.6111e+06 | .0323033 |  3103.0000 |       81 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0368635   |    3626.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
376. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Heat Treating .. |  39113.5111 | .0368635 |  3626.0000 |       81 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0368635   |    3626.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
377. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Plating and Co.. | 203985.1310 | .0598766 |  2761.0000 |       82 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0598766   |    2761.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
378. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Tool Grinders,.. |  69145.5927 | .0598766 |  2761.0000 |       82 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0598766   |    2761.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
379. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Metal workers .. |  4.5045e+06 | .0399889 |  1553.0000 |       82 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0598766   |    2761.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
380. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Bookbinders, P.. |  2.5017e+06 | .0732568 |   964.0000 |       82 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0598766   |    2761.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
382. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Laundry and Dr.. |  1.2878e+06 |  .071422 |   485.0000 |       83 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .089976   |    1004.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
383. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Pressers, Text.. | 319715.4094 |  .089976 |  1004.0000 |       83 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .089976   |    1004.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
384. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Sewing Machine.. | 672265.6471 | .0628724 |   268.0000 |       83 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .089976   |    1004.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
385. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Shoe and Leath.. | 160827.2418 |  .089976 |  1004.0000 |       83 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .089976   |    1004.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
386. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Shoe Machine O.. |  18541.5250 |  .089976 |  1004.0000 |       83 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .089976   |    1004.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
388. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Textile bleach.. |  94421.9181 | .0134144 |   333.0000 |       84 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0134144   |     333.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
389. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Textile Knitti.. |  44825.3595 | .0134144 |   333.0000 |       84 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0134144   |     333.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
390. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Textile Windin.. | 125496.4491 | .0134144 |   333.0000 |       84 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0134144   |     333.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
391. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |     Upholsterers | 561103.5699 | .0233714 |   179.0000 |       84 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0134144   |     333.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
392. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Textile, Appar.. | 296329.6943 | .0134144 |   333.0000 |       84 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0134144   |     333.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
393. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Cabinetmakers .. | 991320.4620 | .0888545 |   375.0000 |       85 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0734484   |     877.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
394. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Furniture Fini.. | 185716.9194 | .0734484 |   877.0000 |       85 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0734484   |     877.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
395. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Sawing Machine.. | 674248.0643 | .0090399 |   182.0000 |       85 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0734484   |     877.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
396. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Woodworking Ma.. | 310386.4317 | .0695013 |   112.0000 |       85 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0734484   |     877.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
400. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Water Wastewat.. | 880745.0191 | .0953438 |   325.0000 |       86 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1004541   |    2023.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
401. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Plant and Syst.. | 483447.0754 | .0564523 |   224.0000 |       86 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1004541   |    2023.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
403. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Crushing, Grin.. |  1.2296e+06 | .0673902 |   468.0000 |       86 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1004541   |    2023.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
404. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |  Cutting Workers | 821488.8954 | .0328281 |   317.0000 |       87 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .159033   |    3151.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
405. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Extruding, For.. | 360154.4225 | .0559379 |   149.0000 |       87 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .159033   |    3151.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
410. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Packaging and .. |  2.2160e+06 | .0378323 |   781.0000 |       88 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .042777   |    1723.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
411. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Painting Worke.. |  2.1538e+06 | .0333845 |   766.0000 |       88 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .042777   |    1723.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
413. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Adhesive Bondi.. |  57879.1245 |  .042777 |  1723.0000 |       88 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .042777   |    1723.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
414. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Cleaning, Wash.. |  90176.8048 |  .042777 |  1723.0000 |       88 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .042777   |    1723.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
415. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Etchers, Engra.. | 219076.9099 | .0571151 |  4341.0000 |       89 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0571151   |    4341.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
417. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Paper Goods Ma.. | 523521.6776 | .0603977 |   165.0000 |       89 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0571151   |    4341.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
418. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |    Tire Builders | 232729.3001 | .0571151 |  4341.0000 |       89 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0571151   |    4341.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
419. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Helpers--Produ.. | 564371.2808 | .0081579 |   181.0000 |       89 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0571151   |    4341.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
420. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Other producti.. |  1.0298e+07 | .0514079 |  3712.0000 |       89 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0571151   |    4341.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
426. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Driver/Sales W.. |  4.7251e+07 | .0548011 | 16292.0000 |       91 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0721166   |   19369.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
428. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Motor Vehicle .. | 536628.1434 | .0783762 |   180.0000 |       91 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0721166   |   19369.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
429. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Locomotive Eng.. | 615076.0541 | .0949921 |   274.0000 |       92 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1070699   |     665.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
436. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Automotive and.. |  1.4615e+06 | .0883771 |   423.0000 |       93 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1289701   |    1130.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
439. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Crane and Towe.. | 961154.6025 | .0413469 |   339.0000 |       95 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0410188   |     702.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
440. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Dredge, Excava.. | 724887.3612 | .0403244 |   305.0000 |       95 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0410188   |     702.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
441. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Conveyor opera.. | 170590.3235 | .0410188 |   702.0000 |       95 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0410188   |     702.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
442. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Industrial Tru.. |  7.9656e+06 | .0301207 |  2692.0000 |       96 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0430736   |   13871.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
443. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Cleaners of Ve.. |  4.5641e+06 | .0250138 |  1590.0000 |       96 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0430736   |   13871.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
444. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Laborers and F.. |  2.5155e+07 | .0483696 |  8207.0000 |       96 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0430736   |   13871.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
445. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Machine Feeder.. | 403040.2322 | .0432521 |   110.0000 |       96 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0430736   |   13871.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
446. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Packers and Pa.. |  3.4320e+06 | .0501794 |  1105.0000 |       96 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0430736   |   13871.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
448. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Refuse and Rec.. |  1.3142e+06 | .0416435 |   441.0000 |       97 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0529445   |     721.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
449. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Material movin.. | 713198.0176 | .0727195 |   280.0000 |       97 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0529445   |     721.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

.     twoway histogram college, start(0) vertical graphregion(color(white)) yti
> tle("Proportion") xtitle("Share college") color(navy)

.     // graph export occHist18_65.eps, replace
.     rename _merge _merge_old

.     save "${clnpath}cps_occ_class18_65", replace
file ../../../data/cps/cleaned/cps_occ_class18_65.dta saved

. restore

. 
. merge m:1 occ2010_3d  using "${clnpath}cps_occ_class18_65", keepusing(white_c
> ollar nobs)
(label occ2010_3d_lbl already defined)

    Result                           # of obs.
    -----------------------------------------
    not matched                        81,769
        from master                    81,769  (_merge==1)
        from using                          0  (_merge==2)

    matched                           396,159  (_merge==3)
    -----------------------------------------

. gen blue_collar=1-white_collar
(81,769 missing values generated)

. 
. sum white_collar if college==1 & age>=18 & age<=32 & sex==1 & occ2010_3d<990 
> [aw=wtsupp]

    Variable |     Obs      Weight        Mean   Std. Dev.       Min        Max
-------------+-----------------------------------------------------------------
white_collar |  24,083  49350393.1    .6110233   .4875281          0          1

. sum white_collar if college==0 & age>=18 & age<=32 & sex==1 & occ2010_3d<990 
> [aw=wtsupp]

    Variable |     Obs      Weight        Mean   Std. Dev.       Min        Max
-------------+-----------------------------------------------------------------
white_collar |  92,304   170142625    .0746779   .2628724          0          1

. 
. sum blue_collar if college==1 & age>=18 & age<=32 & sex==1 & occ2010_3d<990 [
> aw=wtsupp]

    Variable |     Obs      Weight        Mean   Std. Dev.       Min        Max
-------------+-----------------------------------------------------------------
 blue_collar |  24,083  49350393.1    .3889767   .4875281          0          1

. sum blue_collar if college==0 & age>=18 & age<=32 & sex==1 & occ2010_3d<990 [
> aw=wtsupp]

    Variable |     Obs      Weight        Mean   Std. Dev.       Min        Max
-------------+-----------------------------------------------------------------
 blue_collar |  92,304   170142625    .9253221   .2628724          0          1

. 
. sum college if white_collar & age>=18 & age<=32 & sex==1 & occ2010_3d<990 [aw
> =wtsupp]

    Variable |     Obs      Weight        Mean   Std. Dev.       Min        Max
-------------+-----------------------------------------------------------------
     college |  21,566  42860141.6    .7035497   .4567025          0          1

. sum college if blue_collar  & age>=18 & age<=32 & sex==1 & occ2010_3d<990 [aw
> =wtsupp]

    Variable |     Obs      Weight        Mean   Std. Dev.       Min        Max
-------------+-----------------------------------------------------------------
     college |  94,821   176632876    .1086783   .3112368          0          1

. 
. 
. * 23-65
. preserve

.     collapse (sum) wtsupp (mean) college (count) nobs=wtsupp if age>=23 & sex
> ==1 & age<65 & occ2010_3d<990 [aw=wtsupp], by(occ2010_3d)
(note: aweights not used to compute counts)

.     gen occ2010_2d = floor(occ2010_3d/10)

.     merge m:1 occ2010_2d using `twodigit'

    Result                           # of obs.
    -----------------------------------------
    not matched                             0
    matched                               450  (_merge==3)
    -----------------------------------------

.     replace college = college_2d if nobs<100
(105 real changes made)

.     replace nobs = nobs_2d if nobs<100
(105 real changes made)

.     gen white_collar = college>.5

.     sum white_collar

    Variable |        Obs        Mean    Std. Dev.       Min        Max
-------------+---------------------------------------------------------
white_collar |        450    .2933333    .4557966          0          1

.     l occ2010_3d college nobs white_collar, sep(0) str(40)

     +--------------------------------------------------------------------+
  1. | occ2010_3d                                 |  college |       nobs |
     | Chief executives and legislators/public .. | .7201073 |  5730.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
  2. | occ2010_3d                                 |  college |       nobs |
     |            General and Operations Managers | .5219185 |  3702.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
  3. | occ2010_3d                                 |  college |       nobs |
     | Managers in Marketing, Advertising, and .. | .7069647 |  3004.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
  4. | occ2010_3d                                 |  college |       nobs |
     |           Administrative Services Managers | .4340405 |   389.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
  5. | occ2010_3d                                 |  college |       nobs |
     |  Computer and Information Systems Managers | .7442425 |  2083.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
  6. | occ2010_3d                                 |  college |       nobs |
     |                         Financial Managers | .7727269 |  2695.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
  7. | occ2010_3d                                 |  college |       nobs |
     |                   Human Resources Managers | .7556451 |   476.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
  8. | occ2010_3d                                 |  college |       nobs |
     |             Industrial Production Managers | .4224392 |  1122.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
  9. | occ2010_3d                                 |  college |       nobs |
     |                        Purchasing Managers | .5978667 |   503.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 10. | occ2010_3d                                 |  college |       nobs |
     | Transportation, Storage, and Distributio.. | .2853694 |  1041.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 11. | occ2010_3d                                 |  college |       nobs |
     | Farmers, Ranchers, and Other Agricultura.. | .2199903 |  3727.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 12. | occ2010_3d                                 |  college |       nobs |
     |                     Constructions Managers | .2786261 |  5001.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 13. | occ2010_3d                                 |  college |       nobs |
     |                   Education Administrators |  .919577 |  1540.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 14. | occ2010_3d                                 |  college |       nobs |
     |     Architectural and Engineering Managers | .7890415 |   477.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 15. | occ2010_3d                                 |  college |       nobs |
     |          Food Service and Lodging Managers | .3059507 |  3086.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 16. | occ2010_3d                                 |  college |       nobs |
     |                          Funeral Directors | .4301679 |  4721.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 17. | occ2010_3d                                 |  college |       nobs |
     |                            Gaming Managers | .4301679 |  4721.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 18. | occ2010_3d                                 |  college |       nobs |
     |       Medical and Health Services Managers | .7664351 |   815.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 19. | occ2010_3d                                 |  college |       nobs |
     |                   Natural Science Managers | .4301679 |  4721.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 20. | occ2010_3d                                 |  college |       nobs |
     | Property, Real Estate, and Community Ass.. | .4920439 |  1377.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 21. | occ2010_3d                                 |  college |       nobs |
     |      Social and Community Service Managers | .7668307 |   585.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 22. | occ2010_3d                                 |  college |       nobs |
     |      Managers, nec (including Postmasters) | .5143111 | 11079.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 23. | occ2010_3d                                 |  college |       nobs |
     | Agents and Business Managers of Artists,.. | .5548781 |   102.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 24. | occ2010_3d                                 |  college |       nobs |
     | Buyers and Purchasing Agents, Farm Produ.. | .5424443 |  2220.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 25. | occ2010_3d                                 |  college |       nobs |
     | Wholesale and Retail Buyers, Except Farm.. | .3687312 |   407.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 26. | occ2010_3d                                 |  college |       nobs |
     | Purchasing Agents, Except Wholesale, Ret.. | .5189369 |   585.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 27. | occ2010_3d                                 |  college |       nobs |
     | Claims Adjusters, Appraisers, Examiners,.. | .6539858 |   545.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 28. | occ2010_3d                                 |  college |       nobs |
     |    Compliance Officers, Except Agriculture | .6376521 |   497.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 29. | occ2010_3d                                 |  college |       nobs |
     |                            Cost Estimators | .3732084 |   484.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 30. | occ2010_3d                                 |  college |       nobs |
     | Human Resources, Training, and Labor Rel.. | .6101021 |  1160.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 31. | occ2010_3d                                 |  college |       nobs |
     |                               Logisticians | .4633579 |   184.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 32. | occ2010_3d                                 |  college |       nobs |
     |                        Management Analysts | .8083927 |  1944.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 33. | occ2010_3d                                 |  college |       nobs |
     |            Meeting and Convention Planners | .6733415 |   142.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 34. | occ2010_3d                                 |  college |       nobs |
     | Other Business Operations and Management.. | .6999005 |   617.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 35. | occ2010_3d                                 |  college |       nobs |
     |                   Accountants and Auditors | .8947053 |  3231.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 36. | occ2010_3d                                 |  college |       nobs |
     |    Appraisers and Assessors of Real Estate | .5721859 |   317.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 37. | occ2010_3d                                 |  college |       nobs |
     |                            Budget Analysts |  .874433 |   138.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 38. | occ2010_3d                                 |  college |       nobs |
     |                            Credit Analysts | .8583421 |  5570.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 39. | occ2010_3d                                 |  college |       nobs |
     |                         Financial Analysts | .8871492 |   311.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 40. | occ2010_3d                                 |  college |       nobs |
     |                Personal Financial Advisors | .8613406 |  1242.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 41. | occ2010_3d                                 |  college |       nobs |
     |                     Insurance Underwriters | .8613461 |   192.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 42. | occ2010_3d                                 |  college |       nobs |
     |                        Financial Examiners | .6792514 |  1417.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 43. | occ2010_3d                                 |  college |       nobs |
     |        Credit Counselors and Loan Officers | .7055089 |   899.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 44. | occ2010_3d                                 |  college |       nobs |
     | Tax Examiners and Collectors, and Revenu.. | .6310759 |   119.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 45. | occ2010_3d                                 |  college |       nobs |
     |                              Tax Preparers | .6635021 |   202.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 46. | occ2010_3d                                 |  college |       nobs |
     |                 Financial Specialists, nec | .6192253 |   148.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 47. | occ2010_3d                                 |  college |       nobs |
     | Computer Scientists and Systems Analysts.. | .6540773 |  4344.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 48. | occ2010_3d                                 |  college |       nobs |
     |                       Computer Programmers | .7088525 |  1858.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 49. | occ2010_3d                                 |  college |       nobs |
     | Software Developers, Applications and Sy.. | .8508253 |  3996.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 50. | occ2010_3d                                 |  college |       nobs |
     |               Computer Support Specialists | .4131049 |  1520.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 51. | occ2010_3d                                 |  college |       nobs |
     |                    Database Administrators | .7918137 |   357.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 52. | occ2010_3d                                 |  college |       nobs |
     | Network and Computer Systems Administrat.. | .5380805 |   936.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 53. | occ2010_3d                                 |  college |       nobs |
     |                                  Actuaries | .8657159 |   568.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 54. | occ2010_3d                                 |  college |       nobs |
     |               Operations Research Analysts | .8056499 |   314.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 55. | occ2010_3d                                 |  college |       nobs |
     |                              Statisticians | .8657159 |   568.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 56. | occ2010_3d                                 |  college |       nobs |
     |      Mathematical science occupations, nec | .8657159 |   568.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 57. | occ2010_3d                                 |  college |       nobs |
     |                   Architects, Except Naval | .8819674 |   736.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 58. | occ2010_3d                                 |  college |       nobs |
     | Surveyors, Cartographers, and Photogramm.. | .7158316 |   179.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 59. | occ2010_3d                                 |  college |       nobs |
     |                        Aerospace Engineers | .8472081 |   552.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 60. | occ2010_3d                                 |  college |       nobs |
     |                         Chemical Engineers | .8630589 |   274.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 61. | occ2010_3d                                 |  college |       nobs |
     |                            Civil Engineers | .8413236 |  1527.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 62. | occ2010_3d                                 |  college |       nobs |
     |                Computer Hardware Engineers | .7965367 |   333.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 63. | occ2010_3d                                 |  college |       nobs |
     |       Electrical and Electronics Engineers | .8063418 |  1463.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 64. | occ2010_3d                                 |  college |       nobs |
     |                    Environmental Engineers | .8399751 |   153.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 65. | occ2010_3d                                 |  college |       nobs |
     | Industrial Engineers, including Health a.. | .6487504 |   706.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 66. | occ2010_3d                                 |  college |       nobs |
     |      Marine Engineers and Naval Architects | .7648638 |  4241.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 67. | occ2010_3d                                 |  college |       nobs |
     |                        Materials Engineers | .7273559 |   138.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 68. | occ2010_3d                                 |  college |       nobs |
     |                       Mechanical Engineers | .7812208 |  1331.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 69. | occ2010_3d                                 |  college |       nobs |
     | Petroleum, mining and geological enginee.. | .7796206 |   182.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 70. | occ2010_3d                                 |  college |       nobs |
     |                             Engineers, nec | .8028989 |  1678.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 71. | occ2010_3d                                 |  college |       nobs |
     |                                   Drafters | .2451273 |   587.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 72. | occ2010_3d                                 |  college |       nobs |
     |   Engineering Technicians, Except Drafters |  .169508 |  1661.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 73. | occ2010_3d                                 |  college |       nobs |
     |          Surveying and Mapping Technicians | .0805619 |   341.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 74. | occ2010_3d                                 |  college |       nobs |
     |           Agricultural and Food Scientists | .5736576 |   184.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 75. | occ2010_3d                                 |  college |       nobs |
     |                      Biological Scientists | .9681107 |   318.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 76. | occ2010_3d                                 |  college |       nobs |
     |      Conservation Scientists and Foresters | .7529728 |   141.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 77. | occ2010_3d                                 |  college |       nobs |
     | Medical Scientists, and Life Scientists,.. | .9922774 |   340.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 78. | occ2010_3d                                 |  college |       nobs |
     |                 Astronomers and Physicists | .9388003 |  1316.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 79. | occ2010_3d                                 |  college |       nobs |
     |           Atmospheric and Space Scientists | .9388003 |  1316.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 80. | occ2010_3d                                 |  college |       nobs |
     |          Chemists and Materials Scientists | .9352446 |   338.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 81. | occ2010_3d                                 |  college |       nobs |
     | Environmental Scientists and Geoscientists | .9131898 |   408.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 82. | occ2010_3d                                 |  college |       nobs |
     |                   Physical Scientists, nec | .9675992 |   454.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 83. | occ2010_3d                                 |  college |       nobs |
     |          Economists and market researchers | .9102626 |   318.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 84. | occ2010_3d                                 |  college |       nobs |
     |                              Psychologists | .9925299 |   273.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 85. | occ2010_3d                                 |  college |       nobs |
     |                Urban and Regional Planners | .9221115 |   846.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 86. | occ2010_3d                                 |  college |       nobs |
     |                     Social Scientists, nec |  .872488 |   157.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 87. | occ2010_3d                                 |  college |       nobs |
     |  Agricultural and Food Science Technicians | .3386726 |   844.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 88. | occ2010_3d                                 |  college |       nobs |
     |                     Biological Technicians | .3386726 |   844.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 89. | occ2010_3d                                 |  college |       nobs |
     |                       Chemical Technicians | .2889309 |   202.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 90. | occ2010_3d                                 |  college |       nobs |
     | Geological and Petroleum Technicians, an.. | .3386726 |   844.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 91. | occ2010_3d                                 |  college |       nobs |
     | Life, Physical, and Social Science Techn.. | .4008546 |   339.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 92. | occ2010_3d                                 |  college |       nobs |
     |                                 Counselors | .7100718 |  1123.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 93. | occ2010_3d                                 |  college |       nobs |
     |                             Social Workers | .7300802 |   947.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 94. | occ2010_3d                                 |  college |       nobs |
     | Community and Social Service Specialists.. | .6318102 |   350.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 95. | occ2010_3d                                 |  college |       nobs |
     |                                     Clergy | .7944643 |  1555.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 96. | occ2010_3d                                 |  college |       nobs |
     | Directors, Religious Activities and Educ.. | .7159336 |  4308.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 97. | occ2010_3d                                 |  college |       nobs |
     |                     Religious Workers, nec | .6856618 |   118.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 98. | occ2010_3d                                 |  college |       nobs |
     | Lawyers, and judges, magistrates, and ot.. | .9888911 |  3631.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
 99. | occ2010_3d                                 |  college |       nobs |
     |            Paralegals and Legal Assistants |  .623397 |   237.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
100. | occ2010_3d                                 |  college |       nobs |
     |                 Legal Support Workers, nec | .6110811 |   280.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
101. | occ2010_3d                                 |  college |       nobs |
     |                     Postsecondary Teachers | .9405133 |  3382.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
102. | occ2010_3d                                 |  college |       nobs |
     |        Preschool and Kindergarten Teachers | .8411372 |  7297.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
103. | occ2010_3d                                 |  college |       nobs |
     |      Elementary and Middle School Teachers | .9342564 |  2928.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
104. | occ2010_3d                                 |  college |       nobs |
     |                  Secondary School Teachers | .9545131 |  2574.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
105. | occ2010_3d                                 |  college |       nobs |
     |                 Special Education Teachers | .9421111 |   328.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
106. | occ2010_3d                                 |  college |       nobs |
     |             Other Teachers and Instructors | .5447017 |  1134.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
107. | occ2010_3d                                 |  college |       nobs |
     | Archivists, Curators, and Museum Technic.. | .7492775 |   290.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
108. | occ2010_3d                                 |  college |       nobs |
     |                                 Librarians | .9418669 |   149.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
109. | occ2010_3d                                 |  college |       nobs |
     |                        Library Technicians | .7492775 |   290.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
110. | occ2010_3d                                 |  college |       nobs |
     |                         Teacher Assistants | .4455664 |   355.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
111. | occ2010_3d                                 |  college |       nobs |
     | Education, Training, and Library Workers.. | .7558755 |   168.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
112. | occ2010_3d                                 |  college |       nobs |
     |                Artists and Related Workers | .6006868 |   475.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
113. | occ2010_3d                                 |  college |       nobs |
     |                                  Designers | .5230535 |  1778.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
114. | occ2010_3d                                 |  college |       nobs |
     |           Actors, Producers, and Directors |  .616512 |   495.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
115. | occ2010_3d                                 |  college |       nobs |
     | Athletes, Coaches, Umpires, and Related .. | .6211646 |   682.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
116. | occ2010_3d                                 |  college |       nobs |
     |                 Dancers and Choreographers | .5096176 |  2012.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
117. | occ2010_3d                                 |  college |       nobs |
     |    Musicians, Singers, and Related Workers | .5121213 |   473.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
118. | occ2010_3d                                 |  college |       nobs |
     | Entertainers and Performers, Sports and .. | .3011577 |   103.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
119. | occ2010_3d                                 |  college |       nobs |
     |                                 Announcers | .2782059 |   184.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
120. | occ2010_3d                                 |  college |       nobs |
     | Editors, News Analysts, Reporters, and C.. | .8235726 |   623.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
121. | occ2010_3d                                 |  college |       nobs |
     |               Public Relations Specialists | .8506856 |   309.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
122. | occ2010_3d                                 |  college |       nobs |
     |                          Technical Writers | .7784595 |   137.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
123. | occ2010_3d                                 |  college |       nobs |
     |                        Writers and Authors | .8779873 |   369.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
124. | occ2010_3d                                 |  college |       nobs |
     |       Media and Communication Workers, nec | .5279315 |   129.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
125. | occ2010_3d                                 |  college |       nobs |
     | Broadcast and Sound Engineering Technici.. | .3387052 |   390.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
126. | occ2010_3d                                 |  college |       nobs |
     |                              Photographers | .4868233 |   392.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
127. | occ2010_3d                                 |  college |       nobs |
     | Television, Video, and Motion Picture Ca.. |  .597467 |   211.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
128. | occ2010_3d                                 |  college |       nobs |
     |                              Chiropractors | .9814221 |   226.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
129. | occ2010_3d                                 |  college |       nobs |
     |                                   Dentists | .9943373 |   612.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
130. | occ2010_3d                                 |  college |       nobs |
     |               Dieticians and Nutritionists | .9743691 |  4266.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
131. | occ2010_3d                                 |  college |       nobs |
     |                               Optometrists | .9825171 |   107.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
132. | occ2010_3d                                 |  college |       nobs |
     |                                Pharmacists | .9364895 |   545.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
133. | occ2010_3d                                 |  college |       nobs |
     |                    Physicians and Surgeons | .9906768 |  2711.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
134. | occ2010_3d                                 |  college |       nobs |
     |                       Physician Assistants | .7235475 |   190.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
135. | occ2010_3d                                 |  college |       nobs |
     |                                Podiatrists | .6956671 |  2016.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
136. | occ2010_3d                                 |  college |       nobs |
     |                          Registered Nurses | .6315072 |  1347.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
137. | occ2010_3d                                 |  college |       nobs |
     |                               Audiologists | .6956671 |  2016.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
138. | occ2010_3d                                 |  college |       nobs |
     |                    Occupational Therapists | .6956671 |  2016.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
139. | occ2010_3d                                 |  college |       nobs |
     |                        Physical Therapists | .8907258 |   359.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
140. | occ2010_3d                                 |  college |       nobs |
     |                       Radiation Therapists | .6912015 |   586.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
141. | occ2010_3d                                 |  college |       nobs |
     |                    Recreational Therapists | .6912015 |   586.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
142. | occ2010_3d                                 |  college |       nobs |
     |                     Respiratory Therapists | .4050464 |   220.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
143. | occ2010_3d                                 |  college |       nobs |
     |               Speech Language Pathologists | .6912015 |   586.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
144. | occ2010_3d                                 |  college |       nobs |
     |                            Therapists, nec |  .724499 |   133.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
145. | occ2010_3d                                 |  college |       nobs |
     |                              Veterinarians | .9577484 |   147.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
146. | occ2010_3d                                 |  college |       nobs |
     | Health Diagnosing and Treating Practitio.. | .6912015 |   586.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
147. | occ2010_3d                                 |  college |       nobs |
     | Clinical Laboratory Technologists and Te.. | .6164016 |   416.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
148. | occ2010_3d                                 |  college |       nobs |
     |                          Dental Hygienists | .4785922 |   886.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
149. | occ2010_3d                                 |  college |       nobs |
     | Diagnostic Related Technologists and Tec.. | .3472592 |   415.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
150. | occ2010_3d                                 |  college |       nobs |
     | Emergency Medical Technicians and Parame.. | .1738738 |   516.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
151. | occ2010_3d                                 |  college |       nobs |
     | Health Diagnosing and Treating Practitio.. | .2483481 |   437.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
152. | occ2010_3d                                 |  college |       nobs |
     | Licensed Practical and Licensed Vocation.. |  .179885 |   216.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
153. | occ2010_3d                                 |  college |       nobs |
     | Medical Records and Health Information T.. | .4200997 |   783.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
154. | occ2010_3d                                 |  college |       nobs |
     |                      Opticians, Dispensing | .4200997 |   783.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
155. | occ2010_3d                                 |  college |       nobs |
     |  Health Technologists and Technicians, nec | .5360824 |   201.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
156. | occ2010_3d                                 |  college |       nobs |
     | Healthcare Practitioners and Technical O.. | .6499705 |   202.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
157. | occ2010_3d                                 |  college |       nobs |
     | Nursing, Psychiatric, and Home Health Ai.. | .1765649 |  1022.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
158. | occ2010_3d                                 |  college |       nobs |
     |  Occupational Therapy Assistants and Aides | .1884542 |  1924.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
159. | occ2010_3d                                 |  college |       nobs |
     |    Physical Therapist Assistants and Aides | .1884542 |  1924.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
160. | occ2010_3d                                 |  college |       nobs |
     |                         Massage Therapists | .2554087 |   111.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
161. | occ2010_3d                                 |  college |       nobs |
     |                          Dental Assistants | .1884542 |  1924.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
162. | occ2010_3d                                 |  college |       nobs |
     | Medical Assistants and Other Healthcare .. | .2519558 |   396.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
163. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Correctional O.. | .2068948 |   168.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
164. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Police and Det.. | .3376342 |   514.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
165. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Fire Fighting .. | .2957326 |   266.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
166. | occ2010_3d                                 |  college |       nobs |
     | Supervisors, Protective Service Workers,.. | .3755344 |   354.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
167. | occ2010_3d                                 |  college |       nobs |
     |                               Firefighters | .2278768 |  1398.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
168. | occ2010_3d                                 |  college |       nobs |
     |                            Fire Inspectors | .2673315 |  2842.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
169. | occ2010_3d                                 |  college |       nobs |
     | Sheriffs, Bailiffs, Correctional Officer.. |  .152139 |  1492.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
170. | occ2010_3d                                 |  college |       nobs |
     |             Police Officers and Detectives | .3935615 |  3605.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
171. | occ2010_3d                                 |  college |       nobs |
     |                             Animal Control | .1842655 |  4260.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
172. | occ2010_3d                                 |  college |       nobs |
     |       Private Detectives and Investigators | .5440707 |   279.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
173. | occ2010_3d                                 |  college |       nobs |
     | Security Guards and Gaming Surveillance .. | .1769841 |  3170.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
174. | occ2010_3d                                 |  college |       nobs |
     |                            Crossing Guards | .1842655 |  4260.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
175. | occ2010_3d                                 |  college |       nobs |
     |               Law enforcement workers, nec | .3651463 |   197.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
176. | occ2010_3d                                 |  college |       nobs |
     |                            Chefs and Cooks | .0758384 |  6307.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
177. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Food Preparati.. | .2337063 |  1104.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
178. | occ2010_3d                                 |  college |       nobs |
     |                   Food Preparation Workers |  .087876 |   981.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
179. | occ2010_3d                                 |  college |       nobs |
     |                                 Bartenders |  .224807 |   788.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
180. | occ2010_3d                                 |  college |       nobs |
     | Combined Food Preparation and Serving Wo.. | .1318262 |   304.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
181. | occ2010_3d                                 |  college |       nobs |
     | Counter Attendant, Cafeteria, Food Conce.. | .0767224 |   134.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
182. | occ2010_3d                                 |  college |       nobs |
     |                     Waiters and Waitresses | .2030516 |  1762.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
183. | occ2010_3d                                 |  college |       nobs |
     |                Food Servers, Nonrestaurant | .1284412 |   203.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
184. | occ2010_3d                                 |  college |       nobs |
     | Food preparation and serving related wor.. | .1288053 |   488.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
185. | occ2010_3d                                 |  college |       nobs |
     |                                Dishwashers |  .033151 |   846.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
186. | occ2010_3d                                 |  college |       nobs |
     | Host and Hostesses, Restaurant, Lounge, .. | .0992097 |  5481.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
187. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Housekeeping a.. | .1590157 |   887.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
188. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Landscaping, L.. |  .170661 |  1146.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
189. | occ2010_3d                                 |  college |       nobs |
     |             Janitors and Building Cleaners | .0589266 |  7139.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
190. | occ2010_3d                                 |  college |       nobs |
     |            Maids and Housekeeping Cleaners | .0618705 |   814.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
191. | occ2010_3d                                 |  college |       nobs |
     |                       Pest Control Workers | .1277956 |   299.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
192. | occ2010_3d                                 |  college |       nobs |
     |                Grounds Maintenance Workers | .0579281 |  5187.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
193. | occ2010_3d                                 |  college |       nobs |
     |   First-Line Supervisors of Gaming Workers | .4264144 |   362.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
194. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Personal Servi.. | .2462854 |   258.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
195. | occ2010_3d                                 |  college |       nobs |
     |                            Animal Trainers | .2601103 |   960.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
196. | occ2010_3d                                 |  college |       nobs |
     |                  Nonfarm Animal Caretakers | .1185716 |   169.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
197. | occ2010_3d                                 |  college |       nobs |
     |                    Gaming Services Workers | .2005914 |   311.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
198. | occ2010_3d                                 |  college |       nobs |
     | Ushers, Lobby Attendants, and Ticket Tak.. | .1820037 |  1040.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
199. | occ2010_3d                                 |  college |       nobs |
     | Entertainment Attendants and Related Wor.. | .2500477 |   292.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
200. | occ2010_3d                                 |  college |       nobs |
     |      Funeral Service Workers and Embalmers | .1820037 |  1040.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
201. | occ2010_3d                                 |  college |       nobs |
     |                                    Barbers |  .065691 |   299.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
202. | occ2010_3d                                 |  college |       nobs |
     | Hairdressers, Hairstylists, and Cosmetol.. | .1051215 |   271.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
203. | occ2010_3d                                 |  college |       nobs |
     |           Personal Appearance Workers, nec |  .096416 |   179.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
204. | occ2010_3d                                 |  college |       nobs |
     |  Baggage Porters, Bellhops, and Concierges | .0966943 |   271.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
205. | occ2010_3d                                 |  college |       nobs |
     |                     Tour and Travel Guides | .2670105 |   105.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
206. | occ2010_3d                                 |  college |       nobs |
     |                          Childcare Workers | .2928716 |   212.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
207. | occ2010_3d                                 |  college |       nobs |
     |                        Personal Care Aides | .1916492 |   651.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
208. | occ2010_3d                                 |  college |       nobs |
     |             Recreation and Fitness Workers | .4509004 |   459.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
209. | occ2010_3d                                 |  college |       nobs |
     |                       Residential Advisors | .2335525 |  2074.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
210. | occ2010_3d                                 |  college |       nobs |
     | Personal Care and Service Workers, All O.. | .1946694 |   222.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
211. | occ2010_3d                                 |  college |       nobs |
     |    First-Line Supervisors of Sales Workers | .3380364 | 13358.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
212. | occ2010_3d                                 |  college |       nobs |
     |                                   Cashiers | .1974057 |  2230.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
213. | occ2010_3d                                 |  college |       nobs |
     |                  Counter and Rental Clerks |  .273968 |   297.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
214. | occ2010_3d                                 |  college |       nobs |
     |                         Parts Salespersons | .0722588 |   480.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
215. | occ2010_3d                                 |  college |       nobs |
     |                        Retail Salespersons | .2862717 |  6189.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
216. | occ2010_3d                                 |  college |       nobs |
     |                   Advertising Sales Agents | .5616483 |   508.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
217. | occ2010_3d                                 |  college |       nobs |
     |                     Insurance Sales Agents | .6259215 |  1389.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
218. | occ2010_3d                                 |  college |       nobs |
     | Securities, Commodities, and Financial S.. | .7936487 |  1043.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
219. | occ2010_3d                                 |  college |       nobs |
     |                              Travel Agents | .5457212 |  9430.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
220. | occ2010_3d                                 |  college |       nobs |
     | Sales Representatives, Services, All Other | .5280022 |  1578.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
221. | occ2010_3d                                 |  college |       nobs |
     | Sales Representatives, Wholesale and Man.. | .4909499 |  4578.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
222. | occ2010_3d                                 |  college |       nobs |
     | Models, Demonstrators, and Product Promo.. | .4612319 |  3148.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
223. | occ2010_3d                                 |  college |       nobs |
     |       Real Estate Brokers and Sales Agents | .5709413 |  1706.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
224. | occ2010_3d                                 |  college |       nobs |
     |                            Sales Engineers | .6847219 |   149.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
225. | occ2010_3d                                 |  college |       nobs |
     |                              Telemarketers |  .239416 |   190.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
226. | occ2010_3d                                 |  college |       nobs |
     |                  Sales and Related Workers | .1850304 |   355.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
227. | occ2010_3d                                 |  college |       nobs |
     |                                        496 | .4701809 |   462.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
228. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Office and Adm.. | .3721815 |  2274.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
229. | occ2010_3d                                 |  college |       nobs |
     | Switchboard Operators, Including Answeri.. | .3621106 |  2421.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
230. | occ2010_3d                                 |  college |       nobs |
     |                        Telephone Operators | .3621106 |  2421.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
231. | occ2010_3d                                 |  college |       nobs |
     | Communications Equipment Operators, All .. | .3621106 |  2421.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
232. | occ2010_3d                                 |  college |       nobs |
     |                Bill and Account Collectors | .2156847 |   355.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
233. | occ2010_3d                                 |  college |       nobs |
     |                 Billing and Posting Clerks | .3975499 |   199.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
234. | occ2010_3d                                 |  college |       nobs |
     | Bookkeeping, Accounting, and Auditing Cl.. | .3500178 |   559.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
235. | occ2010_3d                                 |  college |       nobs |
     |                        Gaming Cage Workers | .3013178 |  1760.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
236. | occ2010_3d                                 |  college |       nobs |
     |             Payroll and Timekeeping Clerks | .3013178 |  1760.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
237. | occ2010_3d                                 |  college |       nobs |
     |                         Procurement Clerks | .3013178 |  1760.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
238. | occ2010_3d                                 |  college |       nobs |
     |             Bank Tellers, Financial Clerks |  .390256 |   267.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
239. | occ2010_3d                                 |  college |       nobs |
     |                           Brokerage Clerks | .2749248 |  3772.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
240. | occ2010_3d                                 |  college |       nobs |
     |       Court, Municipal, and License Clerks | .3132399 |   116.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
241. | occ2010_3d                                 |  college |       nobs |
     |   Credit Authorizers, Checkers, and Clerks | .2749248 |  3772.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
242. | occ2010_3d                                 |  college |       nobs |
     |           Customer Service Representatives | .3111625 |  2648.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
243. | occ2010_3d                                 |  college |       nobs |
     | Eligibility Interviewers, Government Pro.. | .2749248 |  3772.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
244. | occ2010_3d                                 |  college |       nobs |
     |                                File Clerks | .3384398 |   227.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
245. | occ2010_3d                                 |  college |       nobs |
     |       Hotel, Motel, and Resort Desk Clerks | .1794329 |   159.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
246. | occ2010_3d                                 |  college |       nobs |
     |  Interviewers, Except Eligibility and Loan | .4828237 |   150.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
247. | occ2010_3d                                 |  college |       nobs |
     |               Library Assistants, Clerical | .3240028 |   938.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
248. | occ2010_3d                                 |  college |       nobs |
     |               Loan Interviewers and Clerks |  .520059 |   127.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
249. | occ2010_3d                                 |  college |       nobs |
     |                         New Account Clerks | .3240028 |   938.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
250. | occ2010_3d                                 |  college |       nobs |
     |      Correspondent clerks and order clerks | .2205977 |   194.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
251. | occ2010_3d                                 |  college |       nobs |
     | Human Resources Assistants, Except Payro.. | .3240028 |   938.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
252. | occ2010_3d                                 |  college |       nobs |
     |       Receptionists and Information Clerks | .2624475 |   368.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
253. | occ2010_3d                                 |  college |       nobs |
     | Reservation and Transportation Ticket Ag.. |   .40077 |   202.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
254. | occ2010_3d                                 |  college |       nobs |
     |   Information and Record Clerks, All Other |  .256734 |   834.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
255. | occ2010_3d                                 |  college |       nobs |
     |                   Cargo and Freight Agents | .1696783 |  3493.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
256. | occ2010_3d                                 |  college |       nobs |
     |                    Couriers and Messengers | .1473143 |   945.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
257. | occ2010_3d                                 |  college |       nobs |
     |                                Dispatchers | .1792614 |   546.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
258. | occ2010_3d                                 |  college |       nobs |
     |                   Meter Readers, Utilities |  .058962 |   145.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
259. | occ2010_3d                                 |  college |       nobs |
     |                      Postal Service Clerks | .1701767 |   347.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
260. | occ2010_3d                                 |  college |       nobs |
     |               Postal Service Mail Carriers | .2103622 |  1099.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
261. | occ2010_3d                                 |  college |       nobs |
     | Postal Service Mail Sorters, Processors,.. |  .208711 |   198.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
262. | occ2010_3d                                 |  college |       nobs |
     | Production, Planning, and Expediting Cle.. | .3517826 |   608.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
263. | occ2010_3d                                 |  college |       nobs |
     |    Shipping, Receiving, and Traffic Clerks | .0812048 |  1723.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
264. | occ2010_3d                                 |  college |       nobs |
     |             Stock Clerks and Order Fillers | .1015181 |  3501.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
265. | occ2010_3d                                 |  college |       nobs |
     | Weighers, Measurers, Checkers, and Sampl.. | .1897859 |   184.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
266. | occ2010_3d                                 |  college |       nobs |
     |  Secretaries and Administrative Assistants | .4443854 |   604.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
267. | occ2010_3d                                 |  college |       nobs |
     |                         Computer Operators | .3329233 |   252.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
268. | occ2010_3d                                 |  college |       nobs |
     |                          Data Entry Keyers | .3793863 |   316.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
269. | occ2010_3d                                 |  college |       nobs |
     |                Word Processors and Typists | .2905422 |  2079.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
270. | occ2010_3d                                 |  college |       nobs |
     | Insurance Claims and Policy Processing C.. | .5181493 |   223.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
271. | occ2010_3d                                 |  college |       nobs |
     | Mail Clerks and Mail Machine Operators, .. | .1459527 |   229.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
272. | occ2010_3d                                 |  college |       nobs |
     |                     Office Clerks, General | .3060882 |   656.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
273. | occ2010_3d                                 |  college |       nobs |
     |  Office Machine Operators, Except Computer | .3498106 |   794.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
274. | occ2010_3d                                 |  college |       nobs |
     |              Proofreaders and Copy Markers | .3498106 |   794.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
275. | occ2010_3d                                 |  college |       nobs |
     |                     Statistical Assistants | .3498106 |   794.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
276. | occ2010_3d                                 |  college |       nobs |
     | Office and administrative support worker.. | .4137157 |   595.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
277. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Farming, Fishi.. |  .160285 |   227.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
278. | occ2010_3d                                 |  college |       nobs |
     |                    Agricultural Inspectors | .0534431 |  3945.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
279. | occ2010_3d                                 |  college |       nobs |
     | Graders and Sorters, Agricultural Products | .0439884 |   179.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
280. | occ2010_3d                                 |  college |       nobs |
     |                  Agricultural workers, nec | .0470093 |  2823.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
281. | occ2010_3d                                 |  college |       nobs |
     |                Fishing and hunting workers | .1298718 |   283.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
282. | occ2010_3d                                 |  college |       nobs |
     |            Forest and Conservation Workers | .0739899 |   854.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
283. | occ2010_3d                                 |  college |       nobs |
     |                            Logging Workers | .0323382 |   448.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
284. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Construction T.. | .0968504 |  4000.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
285. | occ2010_3d                                 |  college |       nobs |
     |                               Boilermakers | .0101865 |   129.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
286. | occ2010_3d                                 |  college |       nobs |
     |  Brickmasons, Blockmasons, and Stonemasons | .0459248 |   962.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
287. | occ2010_3d                                 |  college |       nobs |
     |                                 Carpenters |  .069503 |  7939.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
288. | occ2010_3d                                 |  college |       nobs |
     | Carpet, Floor, and Tile Installers and F.. | .0285804 |  1043.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
289. | occ2010_3d                                 |  college |       nobs |
     | Cement Masons, Concrete Finishers, and T.. |  .024083 |   470.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
290. | occ2010_3d                                 |  college |       nobs |
     |                      Construction Laborers | .0600246 |  7676.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
291. | occ2010_3d                                 |  college |       nobs |
     | Paving, Surfacing, and Tamping Equipment.. | .0281501 |   139.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
292. | occ2010_3d                                 |  college |       nobs |
     | Construction equipment operators except .. |  .028197 |  2326.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
293. | occ2010_3d                                 |  college |       nobs |
     | Drywall Installers, Ceiling Tile Install.. | .0302476 |  1049.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
294. | occ2010_3d                                 |  college |       nobs |
     |                               Electricians | .0769607 |  4109.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
295. | occ2010_3d                                 |  college |       nobs |
     |                                   Glaziers | .0456707 |   272.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
296. | occ2010_3d                                 |  college |       nobs |
     |                         Insulation Workers | .0141359 |   273.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
297. | occ2010_3d                                 |  college |       nobs |
     |     Painters, Construction and Maintenance | .0653023 |  2768.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
298. | occ2010_3d                                 |  college |       nobs |
     |                               Paperhangers | .0521366 |  6890.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
299. | occ2010_3d                                 |  college |       nobs |
     | Pipelayers, Plumbers, Pipefitters, and S.. | .0521628 |  3143.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
300. | occ2010_3d                                 |  college |       nobs |
     |               Plasterers and Stucco Masons | .0161232 |   262.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
301. | occ2010_3d                                 |  college |       nobs |
     |         Reinforcing Iron and Rebar Workers | .0550763 |  2422.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
302. | occ2010_3d                                 |  college |       nobs |
     |                                    Roofers | .0388185 |  1141.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
303. | occ2010_3d                                 |  college |       nobs |
     |         Sheet Metal Workers, metal-working | .0717285 |   604.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
304. | occ2010_3d                                 |  college |       nobs |
     |          Structural Iron and Steel Workers | .0927312 |   428.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
305. | occ2010_3d                                 |  college |       nobs |
     |               Helpers, Construction Trades | .0377037 |   317.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
306. | occ2010_3d                                 |  college |       nobs |
     |       Construction and Building Inspectors | .2405152 |   438.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
307. | occ2010_3d                                 |  college |       nobs |
     |          Elevator Installers and Repairers | .0935879 |   163.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
308. | occ2010_3d                                 |  college |       nobs |
     |                             Fence Erectors | .0675164 |   174.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
309. | occ2010_3d                                 |  college |       nobs |
     |        Hazardous Materials Removal Workers | .1449348 |   141.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
310. | occ2010_3d                                 |  college |       nobs |
     |                Highway Maintenance Workers | .0397315 |   611.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
311. | occ2010_3d                                 |  college |       nobs |
     | Rail-Track Laying and Maintenance Equipm.. | .0636731 |  1530.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
312. | occ2010_3d                                 |  college |       nobs |
     |                  Construction workers, nec | .0718948 |   251.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
313. | occ2010_3d                                 |  college |       nobs |
     | Derrick, rotary drill, and service unit .. | .0330818 |   277.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
314. | occ2010_3d                                 |  college |       nobs |
     |         Earth Drillers, Except Oil and Gas | .0370689 |   185.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
315. | occ2010_3d                                 |  college |       nobs |
     | Explosives Workers, Ordnance Handling Ex.. | .0424202 |  1043.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
316. | occ2010_3d                                 |  college |       nobs |
     |                   Mining Machine Operators | .0449055 |   483.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
317. | occ2010_3d                                 |  college |       nobs |
     |                    Extraction workers, nec | .0370769 |   550.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
318. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Mechanics, Ins.. | .1453627 |  1517.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
319. | occ2010_3d                                 |  college |       nobs |
     | Computer, Automated Teller, and Office M.. | .2802925 |  1252.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
320. | occ2010_3d                                 |  college |       nobs |
     | Radio and Telecommunications Equipment I.. | .1711224 |   794.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
321. | occ2010_3d                                 |  college |       nobs |
     |                       Avionics Technicians | .1867909 |  3936.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
322. | occ2010_3d                                 |  college |       nobs |
     | Electric Motor, Power Tool, and Related .. |  .046501 |   149.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
323. | occ2010_3d                                 |  college |       nobs |
     | Electrical and electronics repairers, tr.. | .1183721 |   103.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
324. | occ2010_3d                                 |  college |       nobs |
     | Electronic Equipment Installers and Repa.. | .1214809 |   111.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
325. | occ2010_3d                                 |  college |       nobs |
     | Electronic Home Entertainment Equipment .. | .1366877 |   259.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
326. | occ2010_3d                                 |  college |       nobs |
     | Security and Fire Alarm Systems Installers | .0812306 |   236.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
327. | occ2010_3d                                 |  college |       nobs |
     | Aircraft Mechanics and Service Technicians |  .139028 |   643.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
328. | occ2010_3d                                 |  college |       nobs |
     |      Automotive Body and Related Repairers | .0283024 |   754.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
329. | occ2010_3d                                 |  college |       nobs |
     |  Automotive Glass Installers and Repairers | .0636035 |   103.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
330. | occ2010_3d                                 |  college |       nobs |
     | Automotive Service Technicians and Mecha.. | .0529787 |  4049.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
331. | occ2010_3d                                 |  college |       nobs |
     | Bus and Truck Mechanics and Diesel Engin.. | .0447399 |  1636.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
332. | occ2010_3d                                 |  college |       nobs |
     | Heavy Vehicle and Mobile Equipment Servi.. | .0455316 |  1221.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
333. | occ2010_3d                                 |  college |       nobs |
     |                     Small Engine Mechanics | .0318084 |   251.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
334. | occ2010_3d                                 |  college |       nobs |
     | Vehicle and Mobile Equipment Mechanics, .. |  .038527 |   372.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
335. | occ2010_3d                                 |  college |       nobs |
     | Control and Valve Installers and Repairers | .0750854 |   121.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
336. | occ2010_3d                                 |  college |       nobs |
     | Heating, Air Conditioning, and Refrigera.. | .0611312 |  1864.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
337. | occ2010_3d                                 |  college |       nobs |
     |                   Home Appliance Repairers | .0871383 |   206.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
338. | occ2010_3d                                 |  college |       nobs |
     | Industrial and Refractory Machinery Mech.. | .0618174 |  2228.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
339. | occ2010_3d                                 |  college |       nobs |
     |    Maintenance and Repair Workers, General | .0772266 |  2116.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
340. | occ2010_3d                                 |  college |       nobs |
     |             Maintenance Workers, Machinery | .0388498 |   171.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
341. | occ2010_3d                                 |  college |       nobs |
     |                                Millwrights | .0701632 |   304.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
342. | occ2010_3d                                 |  college |       nobs |
     | Electrical Power-Line Installers and Rep.. | .0844317 |   663.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
343. | occ2010_3d                                 |  college |       nobs |
     | Telecommunications Line Installers and R.. | .0932804 |   972.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
344. | occ2010_3d                                 |  college |       nobs |
     | Precision Instrument and Equipment Repai.. | .2602929 |   280.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
345. | occ2010_3d                                 |  college |       nobs |
     | Coin, Vending, and Amusement Machine Ser.. | .1431677 |   180.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
346. | occ2010_3d                                 |  college |       nobs |
     |              Locksmiths and Safe Repairers | .0951084 |   133.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
347. | occ2010_3d                                 |  college |       nobs |
     | Manufactured Building and Mobile Home In.. | .1012838 |   446.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
348. | occ2010_3d                                 |  college |       nobs |
     |                                    Riggers | .1012838 |   446.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
349. | occ2010_3d                                 |  college |       nobs |
     | Helpers--Installation, Maintenance, and .. | .0738087 |  1107.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
350. | occ2010_3d                                 |  college |       nobs |
     | Other Installation, Maintenance, and Rep.. | .0802592 |   925.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
351. | occ2010_3d                                 |  college |       nobs |
     | First-Line Supervisors of Production and.. | .1402802 |  3401.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
352. | occ2010_3d                                 |  college |       nobs |
     | Aircraft Structure, Surfaces, Rigging, a.. | .0974049 |  7410.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
353. | occ2010_3d                                 |  college |       nobs |
     | Electrical, Electronics, and Electromech.. | .0799844 |   408.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
354. | occ2010_3d                                 |  college |       nobs |
     |        Engine and Other Machine Assemblers | .0974049 |  7410.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
355. | occ2010_3d                                 |  college |       nobs |
     |   Structural Metal Fabricators and Fitters | .0873565 |   134.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
356. | occ2010_3d                                 |  college |       nobs |
     |            Assemblers and Fabricators, nec |  .070172 |  2878.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
357. | occ2010_3d                                 |  college |       nobs |
     |                                     Bakers | .1122199 |   421.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
358. | occ2010_3d                                 |  college |       nobs |
     | Butchers and Other Meat, Poultry, and Fi.. | .0410825 |  1227.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
359. | occ2010_3d                                 |  college |       nobs |
     | Food and Tobacco Roasting, Baking, and D.. | .0574011 |  2399.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
360. | occ2010_3d                                 |  college |       nobs |
     |                           Food Batchmakers | .0774926 |   186.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
361. | occ2010_3d                                 |  college |       nobs |
     | Food Cooking and Processing Machine Oper.. | .0666759 |   240.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
362. | occ2010_3d                                 |  college |       nobs |
     | Computer Control Programmers and Operators | .0802997 |   301.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
363. | occ2010_3d                                 |  college |       nobs |
     | Extruding and Drawing Machine Setters, O.. | .0589881 |   898.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
364. | occ2010_3d                                 |  college |       nobs |
     | Forging Machine Setters, Operators, and .. | .0589881 |   898.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
365. | occ2010_3d                                 |  college |       nobs |
     | Rolling Machine Setters, Operators, and .. | .0589881 |   898.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
366. | occ2010_3d                                 |  college |       nobs |
     | Cutting, Punching, and Press Machine Set.. | .0482549 |   402.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
367. | occ2010_3d                                 |  college |       nobs |
     | Drilling and Boring Machine Tool Setters.. | .0589881 |   898.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
368. | occ2010_3d                                 |  college |       nobs |
     | Grinding, Lapping, Polishing, and Buffin.. | .0483706 |   232.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
369. | occ2010_3d                                 |  college |       nobs |
     | Lathe and Turning Machine Tool Setters, .. | .0491778 |  2438.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
370. | occ2010_3d                                 |  college |       nobs |
     |                                 Machinists | .0511229 |  1880.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
371. | occ2010_3d                                 |  college |       nobs |
     | Metal Furnace Operators, Tenders, Pourer.. | .0491778 |  2438.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
372. | occ2010_3d                                 |  college |       nobs |
     | Model Makers and Patternmakers, Metal an.. | .0491778 |  2438.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
373. | occ2010_3d                                 |  college |       nobs |
     | Molders and Molding Machine Setters, Ope.. | .0286209 |   189.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
374. | occ2010_3d                                 |  college |       nobs |
     |                        Tool and Die Makers | .0837168 |   294.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
375. | occ2010_3d                                 |  college |       nobs |
     |    Welding, Soldering, and Brazing Workers |    .0317 |  2878.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
376. | occ2010_3d                                 |  college |       nobs |
     | Heat Treating Equipment Setters, Operato.. | .0368635 |  3626.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
377. | occ2010_3d                                 |  college |       nobs |
     | Plating and Coating Machine Setters, Ope.. | .0598766 |  2761.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
378. | occ2010_3d                                 |  college |       nobs |
     |      Tool Grinders, Filers, and Sharpeners | .0598766 |  2761.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
379. | occ2010_3d                                 |  college |       nobs |
     |     Metal workers and plastic workers, nec | .0422748 |  1455.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
380. | occ2010_3d                                 |  college |       nobs |
     | Bookbinders, Printing Machine Operators,.. | .0759654 |   929.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
381. | occ2010_3d                                 |  college |       nobs |
     |           Prepress Technicians and Workers | .2814771 |   115.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
382. | occ2010_3d                                 |  college |       nobs |
     |           Laundry and Dry-Cleaning Workers | .0824422 |   427.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
383. | occ2010_3d                                 |  college |       nobs |
     | Pressers, Textile, Garment, and Related .. |  .089976 |  1004.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
384. | occ2010_3d                                 |  college |       nobs |
     |                   Sewing Machine Operators |  .066293 |   254.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
385. | occ2010_3d                                 |  college |       nobs |
     |     Shoe and Leather Workers and Repairers |  .089976 |  1004.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
386. | occ2010_3d                                 |  college |       nobs |
     |         Shoe Machine Operators and Tenders |  .089976 |  1004.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
387. | occ2010_3d                                 |  college |       nobs |
     |           Tailors, Dressmakers, and Sewers | .2471456 |   100.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
388. | occ2010_3d                                 |  college |       nobs |
     | Textile bleaching and dyeing, and cuttin.. | .0134144 |   333.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
389. | occ2010_3d                                 |  college |       nobs |
     | Textile Knitting and Weaving Machine Set.. | .0134144 |   333.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
390. | occ2010_3d                                 |  college |       nobs |
     | Textile Winding, Twisting, and Drawing O.. | .0134144 |   333.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
391. | occ2010_3d                                 |  college |       nobs |
     |                               Upholsterers | .0157741 |   167.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
392. | occ2010_3d                                 |  college |       nobs |
     | Textile, Apparel, and Furnishings worker.. | .0134144 |   333.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
393. | occ2010_3d                                 |  college |       nobs |
     |         Cabinetmakers and Bench Carpenters |  .094831 |   349.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
394. | occ2010_3d                                 |  college |       nobs |
     |                        Furniture Finishers | .0734484 |   877.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
395. | occ2010_3d                                 |  college |       nobs |
     | Sawing Machine Setters, Operators, and T.. | .0107644 |   163.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
396. | occ2010_3d                                 |  college |       nobs |
     | Woodworking Machine Setters, Operators, .. | .0734484 |   877.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
397. | occ2010_3d                                 |  college |       nobs |
     | Woodworkers including model makers and p.. | .1534186 |   116.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
398. | occ2010_3d                                 |  college |       nobs |
     | Power Plant Operators, Distributors, and.. | .2139747 |   236.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
399. | occ2010_3d                                 |  college |       nobs |
     |  Stationary Engineers and Boiler Operators | .1023432 |   514.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
400. | occ2010_3d                                 |  college |       nobs |
     | Water Wastewater Treatment Plant and Sys.. | .0962447 |   321.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
401. | occ2010_3d                                 |  college |       nobs |
     |            Plant and System Operators, nec | .0587606 |   217.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
402. | occ2010_3d                                 |  college |       nobs |
     | Chemical Processing Machine Setters, Ope.. |  .115741 |   239.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
403. | occ2010_3d                                 |  college |       nobs |
     | Crushing, Grinding, Polishing, Mixing, a.. | .0749205 |   434.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
404. | occ2010_3d                                 |  college |       nobs |
     |                            Cutting Workers | .0359652 |   286.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
405. | occ2010_3d                                 |  college |       nobs |
     | Extruding, Forming, Pressing, and Compac.. | .0591011 |   140.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
406. | occ2010_3d                                 |  college |       nobs |
     | Furnace, Kiln, Oven, Drier, and Kettle O.. |  .159033 |  3151.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
407. | occ2010_3d                                 |  college |       nobs |
     | Inspectors, Testers, Sorters, Samplers, .. | .1794651 |  2165.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
408. | occ2010_3d                                 |  college |       nobs |
     | Jewelers and Precious Stone and Metal Wo.. | .2259635 |   114.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
409. | occ2010_3d                                 |  college |       nobs |
     | Medical, Dental, and Ophthalmic Laborato.. | .2603913 |   214.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
410. | occ2010_3d                                 |  college |       nobs |
     | Packaging and Filling Machine Operators .. | .0435894 |   696.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
411. | occ2010_3d                                 |  college |       nobs |
     |                 Painting Workers and Dyers | .0343512 |   704.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
412. | occ2010_3d                                 |  college |       nobs |
     | Photographic Process Workers and Process.. |  .042777 |  1723.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
413. | occ2010_3d                                 |  college |       nobs |
     | Adhesive Bonding Machine Operators and T.. |  .042777 |  1723.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
414. | occ2010_3d                                 |  college |       nobs |
     | Cleaning, Washing, and Metal Pickling Eq.. |  .042777 |  1723.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
415. | occ2010_3d                                 |  college |       nobs |
     |      Etchers, Engravers, and Lithographers | .0571151 |  4341.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
416. | occ2010_3d                                 |  college |       nobs |
     | Molders, Shapers, and Casters, Except Me.. | .2970837 |   155.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
417. | occ2010_3d                                 |  college |       nobs |
     | Paper Goods Machine Setters, Operators, .. | .0576828 |   159.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
418. | occ2010_3d                                 |  college |       nobs |
     |                              Tire Builders | .0571151 |  4341.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
419. | occ2010_3d                                 |  college |       nobs |
     |                Helpers--Production Workers | .0115212 |   127.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
420. | occ2010_3d                                 |  college |       nobs |
     | Other production workers including semic.. | .0567514 |  3398.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
421. | occ2010_3d                                 |  college |       nobs |
     | Supervisors of Transportation and Materi.. | .1492689 |   847.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
422. | occ2010_3d                                 |  college |       nobs |
     |       Aircraft Pilots and Flight Engineers | .7315032 |   566.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     1                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
423. | occ2010_3d                                 |  college |       nobs |
     | Air Traffic Controllers and Airfield Ope.. | .4313924 |   166.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
424. | occ2010_3d                                 |  college |       nobs |
     | Flight Attendants and Transportation Wor.. | .4299169 |   129.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
425. | occ2010_3d                                 |  college |       nobs |
     |   Bus and Ambulance Drivers and Attendants | .1279067 |  1441.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
426. | occ2010_3d                                 |  college |       nobs |
     |     Driver/Sales Workers and Truck Drivers | .0573499 | 15552.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
427. | occ2010_3d                                 |  college |       nobs |
     |                Taxi Drivers and Chauffeurs |  .202762 |  1394.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
428. | occ2010_3d                                 |  college |       nobs |
     |         Motor Vehicle Operators, All Other | .0847359 |   160.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
429. | occ2010_3d                                 |  college |       nobs |
     |         Locomotive Engineers and Operators |  .096395 |   271.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
430. | occ2010_3d                                 |  college |       nobs |
     | Railroad Brake, Signal, and Switch Opera.. | .1070699 |   665.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
431. | occ2010_3d                                 |  college |       nobs |
     |        Railroad Conductors and Yardmasters | .1145911 |   287.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
432. | occ2010_3d                                 |  college |       nobs |
     | Subway, Streetcar, and Other Rail Transp.. | .1070699 |   665.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
433. | occ2010_3d                                 |  college |       nobs |
     | Sailors and marine oilers, and ship engi.. |  .177887 |   132.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
434. | occ2010_3d                                 |  college |       nobs |
     |       Ship and Boat Captains and Operators | .2171502 |   206.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
435. | occ2010_3d                                 |  college |       nobs |
     |                     Parking Lot Attendants | .1543039 |   267.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
436. | occ2010_3d                                 |  college |       nobs |
     | Automotive and Watercraft Service Attend.. | .1217305 |   294.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
437. | occ2010_3d                                 |  college |       nobs |
     |                  Transportation Inspectors | .1692968 |   182.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
438. | occ2010_3d                                 |  college |       nobs |
     |                Transportation workers, nec | .1126578 |   110.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
439. | occ2010_3d                                 |  college |       nobs |
     |                  Crane and Tower Operators | .0430932 |   331.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
440. | occ2010_3d                                 |  college |       nobs |
     | Dredge, Excavating, and Loading Machine .. | .0431766 |   292.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
441. | occ2010_3d                                 |  college |       nobs |
     | Conveyor operators and tenders, and hois.. | .0410188 |   702.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
442. | occ2010_3d                                 |  college |       nobs |
     |     Industrial Truck and Tractor Operators | .0325654 |  2486.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
443. | occ2010_3d                                 |  college |       nobs |
     |         Cleaners of Vehicles and Equipment | .0318612 |  1212.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
444. | occ2010_3d                                 |  college |       nobs |
     | Laborers and Freight, Stock, and Materia.. | .0589412 |  6518.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
445. | occ2010_3d                                 |  college |       nobs |
     |             Machine Feeders and Offbearers | .0430736 | 13871.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
446. | occ2010_3d                                 |  college |       nobs |
     |                Packers and Packagers, Hand | .0642907 |   855.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
447. | occ2010_3d                                 |  college |       nobs |
     |                  Pumping Station Operators | .1590654 |   161.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
448. | occ2010_3d                                 |  college |       nobs |
     |  Refuse and Recyclable Material Collectors | .0456709 |   400.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
449. | occ2010_3d                                 |  college |       nobs |
     |               Material moving workers, nec | .0797597 |   251.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

     +--------------------------------------------------------------------+
450. | occ2010_3d                                 |  college |       nobs |
     |               Military, Rank Not Specified | .1409525 |   117.0000 |
     |--------------------------------------------------------------------|
     |                              white_~r                              |
     |                                     0                              |
     +--------------------------------------------------------------------+

.     l if inrange(college,.45,.55), sep(0) str(14)

     +-------------------------------------------------------------------+
  2. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | General and Op.. |  1.0458e+07 | .5219185 |  3702.0000 |        0 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .6561352   |   12500.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 20. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Property, Real.. |  4.0819e+06 | .4920439 |  1377.0000 |        4 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .518163   |   13183.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 22. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Managers, nec .. |  3.2199e+07 | .5143111 | 11079.0000 |        4 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .518163   |   13183.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 24. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Buyers and Pur.. | 176766.6594 | .5424443 |  2220.0000 |        5 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5424443   |    2220.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 26. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Purchasing Age.. |  1.7561e+06 | .5189369 |   585.0000 |        5 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5424443   |    2220.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 31. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |     Logisticians | 489387.8968 | .4633579 |   184.0000 |        7 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .7426369   |    2957.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 52. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Network and Co.. |  2.5804e+06 | .5380805 |   936.0000 |       11 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5347502   |     947.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
106. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Other Teachers.. |  3.7205e+06 | .5447017 |  1134.0000 |       23 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .8411372   |    7297.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
113. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |        Designers |  5.3413e+06 | .5230535 |  1778.0000 |       26 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5247668   |    2310.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
116. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Dancers and Ch.. |  42964.8369 | .5096176 |  2012.0000 |       27 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5096176   |    2012.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
117. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Musicians, Sin.. |  1.5187e+06 | .5121213 |   473.0000 |       27 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5096176   |    2012.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
124. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Media and Comm.. | 308518.7066 | .5279315 |   129.0000 |       28 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .7323722   |    1830.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
126. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |    Photographers |  1.0975e+06 | .4868233 |   392.0000 |       29 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .4237875   |    1071.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
148. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Dental Hygieni.. |  58298.3879 | .4785922 |   886.0000 |       33 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .4785922   |     886.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
155. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Health Technol.. | 647278.4370 | .5360824 |   201.0000 |       35 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .4200997   |     783.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
172. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Private Detect.. | 794914.7901 | .5440707 |   279.0000 |       39 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1842655   |    4260.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
208. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Recreation and.. |  1.4554e+06 | .4509004 |   459.0000 |       46 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .2335525   |    2074.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
219. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |    Travel Agents | 182476.4341 | .5457212 |  9430.0000 |       48 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5457212   |    9430.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
220. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Sales Represen.. |  4.5444e+06 | .5280022 |  1578.0000 |       48 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5457212   |    9430.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
221. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Sales Represen.. |  1.3237e+07 | .4909499 |  4578.0000 |       48 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .5457212   |    9430.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
222. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Models, Demons.. | 290480.8652 | .4612319 |  3148.0000 |       49 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .4612319   |    3148.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
227. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |              496 |  1.5084e+06 | .4701809 |   462.0000 |       49 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .4612319   |    3148.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
246. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Interviewers, .. | 440796.8216 | .4828237 |   150.0000 |       53 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .3240028   |     938.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
248. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Loan Interview.. | 369527.2170 |  .520059 |   127.0000 |       53 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .3240028   |     938.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
270. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Insurance Clai.. | 773726.6810 | .5181493 |   223.0000 |       58 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .2905422   |    2079.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

.     l if inrange(college,0,.1) | inrange(college,.9,1), sep(0) str(14)

     +-------------------------------------------------------------------+
 13. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Education Admi.. |  4.5360e+06 |  .919577 |  1540.0000 |        2 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .3627655   |   10405.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 73. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Surveying and .. | 860286.7462 | .0805619 |   341.0000 |       15 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .428668   |    4596.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 75. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Biological Sci.. | 975346.1196 | .9681107 |   318.0000 |       16 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .8859762   |     992.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 77. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Medical Scient.. |  1.0446e+06 | .9922774 |   340.0000 |       16 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .8859762   |     992.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 78. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Astronomers an.. | 136717.8073 | .9388003 |  1316.0000 |       17 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9388003   |    1316.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 79. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Atmospheric an.. | 103784.1646 | .9388003 |  1316.0000 |       17 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9388003   |    1316.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 80. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Chemists and M.. | 969124.0090 | .9352446 |   338.0000 |       17 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9388003   |    1316.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 81. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Environmental .. |  1.1899e+06 | .9131898 |   408.0000 |       17 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9388003   |    1316.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 82. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Physical Scien.. |  1.3866e+06 | .9675992 |   454.0000 |       17 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9388003   |    1316.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 83. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Economists and.. | 753256.7666 | .9102626 |   318.0000 |       18 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9221115   |     846.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 84. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |    Psychologists |  1.0246e+06 | .9925299 |   273.0000 |       18 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9221115   |     846.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 85. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Urban and Regi.. | 252515.5829 | .9221115 |   846.0000 |       18 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9221115   |     846.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
 98. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Lawyers, and j.. |  1.0734e+07 | .9888911 |  3631.0000 |       21 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9387008   |    4178.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
101. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Postsecondary .. |  9.5249e+06 | .9405133 |  3382.0000 |       22 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9244998   |    3476.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
103. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Elementary and.. |  9.0199e+06 | .9342564 |  2928.0000 |       23 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .8411372   |    7297.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
104. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Secondary Scho.. |  7.2439e+06 | .9545131 |  2574.0000 |       23 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .8411372   |    7297.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
105. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Special Educat.. | 984770.1304 | .9421111 |   328.0000 |       23 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .8411372   |    7297.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
108. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |       Librarians | 409258.4180 | .9418669 |   149.0000 |       24 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .7492775   |     290.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
128. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |    Chiropractors | 517850.7258 | .9814221 |   226.0000 |       30 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9743691   |    4266.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
129. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |         Dentists |  1.6350e+06 | .9943373 |   612.0000 |       30 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9743691   |    4266.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
130. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Dieticians and.. | 195947.8882 | .9743691 |  4266.0000 |       30 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9743691   |    4266.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
131. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |     Optometrists | 484643.6662 | .9825171 |   107.0000 |       30 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9743691   |    4266.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
132. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |      Pharmacists |  1.7698e+06 | .9364895 |   545.0000 |       30 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9743691   |    4266.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
133. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Physicians and.. |  8.4802e+06 | .9906768 |  2711.0000 |       30 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .9743691   |    4266.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
145. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |    Veterinarians | 451948.5743 | .9577484 |   147.0000 |       32 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .6912015   |     586.0000    |   matched (3)    |          1    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
176. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |  Chefs and Cooks |  2.0211e+07 | .0758384 |  6307.0000 |       40 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0826592   |   12983.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
178. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Food Preparati.. |  2.8452e+06 |  .087876 |   981.0000 |       40 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0826592   |   12983.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
181. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Counter Attend.. | 691772.6019 | .0767224 |   134.0000 |       40 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0826592   |   12983.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
185. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |      Dishwashers |  2.2867e+06 |  .033151 |   846.0000 |       41 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0992097   |    5481.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
186. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Host and Hoste.. | 285246.2248 | .0992097 |  5481.0000 |       41 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0992097   |    5481.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
189. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Janitors and B.. |  2.1404e+07 | .0589266 |  7139.0000 |       42 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0668558   |   17231.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
190. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Maids and Hous.. |  2.7152e+06 | .0618705 |   814.0000 |       42 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0668558   |   17231.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
192. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Grounds Mainte.. |  1.6465e+07 | .0579281 |  5187.0000 |       42 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0668558   |   17231.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
201. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |          Barbers |  1.1743e+06 |  .065691 |   299.0000 |       45 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0959757   |    1212.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
203. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Personal Appea.. | 493252.0878 |  .096416 |   179.0000 |       45 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0959757   |    1212.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
204. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Baggage Porter.. | 896594.9236 | .0966943 |   271.0000 |       45 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0959757   |    1212.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
214. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Parts Salesper.. |  1.2938e+06 | .0722588 |   480.0000 |       47 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .2591302   |   26550.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
258. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Meter Readers,.. | 292644.8213 |  .058962 |   145.0000 |       55 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1696783   |    3493.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
263. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Shipping, Rece.. |  5.2784e+06 | .0812048 |  1723.0000 |       56 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0990116   |    7593.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
278. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Agricultural I.. | 238525.0694 | .0534431 |  3945.0000 |       60 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0534431   |    3945.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
279. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Graders and So.. |  1.1293e+06 | .0439884 |   179.0000 |       60 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0534431   |    3945.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
280. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Agricultural w.. |  7.9658e+06 | .0470093 |  2823.0000 |       60 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0534431   |    3945.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
282. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Forest and Con.. | 183263.6575 | .0739899 |   854.0000 |       61 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0739899   |     854.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
283. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |  Logging Workers |  1.1241e+06 | .0323382 |   448.0000 |       61 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0739899   |     854.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
284. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | First-Line Sup.. |  1.1074e+07 | .0968504 |  4000.0000 |       62 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0617409   |   23873.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
285. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |     Boilermakers | 321557.7059 | .0101865 |   129.0000 |       62 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0617409   |   23873.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
286. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Brickmasons, B.. |  2.4795e+06 | .0459248 |   962.0000 |       62 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0617409   |   23873.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
287. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |       Carpenters |  2.3217e+07 |  .069503 |  7939.0000 |       62 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0617409   |   23873.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
288. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Carpet, Floor,.. |  2.9589e+06 | .0285804 |  1043.0000 |       62 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0617409   |   23873.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
289. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Cement Masons,.. |  1.1568e+06 |  .024083 |   470.0000 |       62 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0617409   |   23873.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
290. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Construction L.. |  2.5184e+07 | .0600246 |  7676.0000 |       62 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0617409   |   23873.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
291. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Paving, Surfac.. | 297433.6269 | .0281501 |   139.0000 |       63 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0531224   |    8314.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
292. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Construction e.. |  5.9501e+06 |  .028197 |  2326.0000 |       63 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0531224   |    8314.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
293. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Drywall Instal.. |  2.8857e+06 | .0302476 |  1049.0000 |       63 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0531224   |    8314.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
294. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |     Electricians |  1.1052e+07 | .0769607 |  4109.0000 |       63 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0531224   |    8314.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
295. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |         Glaziers | 765357.7953 | .0456707 |   272.0000 |       63 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0531224   |    8314.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
296. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Insulation Wor.. | 731845.4088 | .0141359 |   273.0000 |       64 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0521366   |    6890.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
297. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Painters, Cons.. |  9.1137e+06 | .0653023 |  2768.0000 |       64 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0521366   |    6890.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
298. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |     Paperhangers |  24769.3292 | .0521366 |  6890.0000 |       64 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0521366   |    6890.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
299. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Pipelayers, Pl.. |  9.1626e+06 | .0521628 |  3143.0000 |       64 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0521366   |    6890.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
300. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Plasterers and.. | 703022.9427 | .0161232 |   262.0000 |       64 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0521366   |    6890.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
301. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Reinforcing Ir.. | 107059.9697 | .0550763 |  2422.0000 |       65 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0550763   |    2422.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
302. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |          Roofers |  3.5892e+06 | .0388185 |  1141.0000 |       65 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0550763   |    2422.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
303. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Sheet Metal Wo.. |  1.7532e+06 | .0717285 |   604.0000 |       65 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0550763   |    2422.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
304. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Structural Iro.. |  1.5496e+06 | .0927312 |   428.0000 |       65 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0550763   |    2422.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
305. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Helpers, Const.. | 879013.0973 | .0377037 |   317.0000 |       66 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1330343   |     882.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
307. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Elevator Insta.. | 480398.5724 | .0935879 |   163.0000 |       67 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0636731   |    1530.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
308. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |   Fence Erectors | 682548.5162 | .0675164 |   174.0000 |       67 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0636731   |    1530.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
310. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Highway Mainte.. |  1.7952e+06 | .0397315 |   611.0000 |       67 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0636731   |    1530.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
311. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Rail-Track Lay.. | 229510.7557 | .0636731 |  1530.0000 |       67 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0636731   |    1530.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
312. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Construction w.. | 741622.7449 | .0718948 |   251.0000 |       67 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0636731   |    1530.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
313. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Derrick, rotar.. | 824441.5243 | .0330818 |   277.0000 |       68 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0424202   |    1043.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
314. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Earth Drillers.. | 462313.9889 | .0370689 |   185.0000 |       68 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0424202   |    1043.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
315. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Explosives Wor.. | 177779.9436 | .0424202 |  1043.0000 |       68 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0424202   |    1043.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
316. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Mining Machine.. |  1.2198e+06 | .0449055 |   483.0000 |       68 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0424202   |    1043.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
317. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Extraction wor.. |  1.9165e+06 | .0370769 |   550.0000 |       69 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0322517   |     634.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
322. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Electric Motor.. | 402762.9256 |  .046501 |   149.0000 |       70 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1867909   |    3936.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
326. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Security and F.. | 968103.0005 | .0812306 |   236.0000 |       71 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0864461   |    2349.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
328. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Automotive Bod.. |  1.9585e+06 | .0283024 |   754.0000 |       71 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0864461   |    2349.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
329. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Automotive Gla.. | 309198.1333 | .0636035 |   103.0000 |       71 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0864461   |    2349.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
330. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Automotive Ser.. |  1.1546e+07 | .0529787 |  4049.0000 |       72 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0452729   |    8229.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
331. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Bus and Truck .. |  4.4111e+06 | .0447399 |  1636.0000 |       72 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0452729   |    8229.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
332. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Heavy Vehicle .. |  3.6107e+06 | .0455316 |  1221.0000 |       72 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0452729   |    8229.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
333. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Small Engine M.. | 898384.0966 | .0318084 |   251.0000 |       72 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0452729   |    8229.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
334. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Vehicle and Mo.. |  1.4008e+06 |  .038527 |   372.0000 |       72 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0452729   |    8229.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
335. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Control and Va.. | 310582.0737 | .0750854 |   121.0000 |       73 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .064951   |    7290.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
336. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Heating, Air C.. |  5.2765e+06 | .0611312 |  1864.0000 |       73 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .064951   |    7290.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
337. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Home Appliance.. | 673196.8953 | .0871383 |   206.0000 |       73 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .064951   |    7290.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
338. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Industrial and.. |  6.1570e+06 | .0618174 |  2228.0000 |       73 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .064951   |    7290.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
339. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Maintenance an.. |  6.4015e+06 | .0772266 |  2116.0000 |       73 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .064951   |    7290.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
340. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Maintenance Wo.. | 485282.3229 | .0388498 |   171.0000 |       73 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .064951   |    7290.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
341. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |      Millwrights | 993151.1494 | .0701632 |   304.0000 |       73 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .064951   |    7290.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
342. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Electrical Pow.. |  1.8390e+06 | .0844317 |   663.0000 |       74 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1115825   |    1998.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
343. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Telecommunicat.. |  3.0660e+06 | .0932804 |   972.0000 |       74 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1115825   |    1998.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
346. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Locksmiths and.. | 400678.7828 | .0951084 |   133.0000 |       75 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1012838   |     446.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
349. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Helpers--Insta.. | 187616.6151 | .0738087 |  1107.0000 |       76 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0738087   |    1107.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
350. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Other Installa.. |  2.6648e+06 | .0802592 |   925.0000 |       76 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0738087   |    1107.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
352. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Aircraft Struc.. | 110457.2215 | .0974049 |  7410.0000 |       77 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0974049   |    7410.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
353. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Electrical, El.. |  1.0597e+06 | .0799844 |   408.0000 |       77 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0974049   |    7410.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
354. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Engine and Oth.. | 272578.6830 | .0974049 |  7410.0000 |       77 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0974049   |    7410.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
355. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Structural Met.. | 351825.6942 | .0873565 |   134.0000 |       77 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0974049   |    7410.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
356. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Assemblers and.. |  8.6191e+06 |  .070172 |  2878.0000 |       77 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0974049   |    7410.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
358. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Butchers and O.. |  3.9418e+06 | .0410825 |  1227.0000 |       78 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0574011   |    2399.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
359. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Food and Tobac.. |  72177.5395 | .0574011 |  2399.0000 |       78 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0574011   |    2399.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
360. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Food Batchmakers | 481879.8481 | .0774926 |   186.0000 |       78 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0574011   |    2399.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
361. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Food Cooking a.. | 827273.6432 | .0666759 |   240.0000 |       78 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0574011   |    2399.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
362. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Computer Contr.. | 920899.8539 | .0802997 |   301.0000 |       79 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0589881   |     898.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
363. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Extruding and .. | 137916.3924 | .0589881 |   898.0000 |       79 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0589881   |     898.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
364. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Forging Machin.. |  53265.4330 | .0589881 |   898.0000 |       79 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0589881   |     898.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
365. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Rolling Machin.. | 169611.9197 | .0589881 |   898.0000 |       79 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0589881   |     898.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
366. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Cutting, Punch.. |  1.1945e+06 | .0482549 |   402.0000 |       79 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0589881   |     898.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
367. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Drilling and B.. |  23452.4754 | .0589881 |   898.0000 |       79 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0589881   |     898.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
368. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Grinding, Lapp.. | 732696.2547 | .0483706 |   232.0000 |       80 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0491778   |    2438.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
369. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Lathe and Turn.. | 187871.2556 | .0491778 |  2438.0000 |       80 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0491778   |    2438.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
370. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |       Machinists |  5.3384e+06 | .0511229 |  1880.0000 |       80 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0491778   |    2438.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
371. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Metal Furnace .. | 296487.2202 | .0491778 |  2438.0000 |       80 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0491778   |    2438.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
372. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Model Makers a.. |  45153.9039 | .0491778 |  2438.0000 |       80 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0491778   |    2438.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
373. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Molders and Mo.. | 427944.2117 | .0286209 |   189.0000 |       81 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0368635   |    3626.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
374. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Tool and Die M.. | 932116.7590 | .0837168 |   294.0000 |       81 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0368635   |    3626.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
375. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Welding, Solde.. |  7.8475e+06 |    .0317 |  2878.0000 |       81 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0368635   |    3626.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
376. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Heat Treating .. |  39113.5111 | .0368635 |  3626.0000 |       81 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0368635   |    3626.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
377. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Plating and Co.. | 200517.1661 | .0598766 |  2761.0000 |       82 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0598766   |    2761.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
378. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Tool Grinders,.. |  66274.2992 | .0598766 |  2761.0000 |       82 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0598766   |    2761.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
379. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Metal workers .. |  4.1592e+06 | .0422748 |  1455.0000 |       82 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0598766   |    2761.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
380. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Bookbinders, P.. |  2.4285e+06 | .0759654 |   929.0000 |       82 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0598766   |    2761.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
382. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Laundry and Dr.. |  1.0657e+06 | .0824422 |   427.0000 |       83 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .089976   |    1004.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
383. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Pressers, Text.. | 305396.7458 |  .089976 |  1004.0000 |       83 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .089976   |    1004.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
384. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Sewing Machine.. | 635074.8266 |  .066293 |   254.0000 |       83 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .089976   |    1004.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
385. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Shoe and Leath.. | 153494.5593 |  .089976 |  1004.0000 |       83 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .089976   |    1004.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
386. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Shoe Machine O.. |  18541.5250 |  .089976 |  1004.0000 |       83 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .089976   |    1004.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
388. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Textile bleach.. |  90528.1940 | .0134144 |   333.0000 |       84 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0134144   |     333.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
389. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Textile Knitti.. |  43217.1856 | .0134144 |   333.0000 |       84 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0134144   |     333.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
390. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Textile Windin.. |  84089.6571 | .0134144 |   333.0000 |       84 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0134144   |     333.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
391. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |     Upholsterers | 446992.5849 | .0157741 |   167.0000 |       84 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0134144   |     333.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
392. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Textile, Appar.. | 277198.5898 | .0134144 |   333.0000 |       84 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0134144   |     333.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
393. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Cabinetmakers .. | 939767.8097 |  .094831 |   349.0000 |       85 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0734484   |     877.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
394. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Furniture Fini.. | 167273.0329 | .0734484 |   877.0000 |       85 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0734484   |     877.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
395. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Sawing Machine.. | 415535.5431 | .0107644 |   163.0000 |       85 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0734484   |     877.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
396. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Woodworking Ma.. | 230917.9533 | .0734484 |   877.0000 |       85 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0734484   |     877.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
400. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Water Wastewat.. | 874018.9537 | .0962447 |   321.0000 |       86 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1004541   |    2023.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
401. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Plant and Syst.. | 469126.2076 | .0587606 |   217.0000 |       86 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1004541   |    2023.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
403. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Crushing, Grin.. |  1.0934e+06 | .0749205 |   434.0000 |       86 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1004541   |    2023.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
404. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |  Cutting Workers | 753065.9137 | .0359652 |   286.0000 |       87 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .159033   |    3151.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
405. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Extruding, For.. | 343302.2533 | .0591011 |   140.0000 |       87 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .159033   |    3151.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
410. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Packaging and .. |  1.7256e+06 | .0435894 |   696.0000 |       88 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .042777   |    1723.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
411. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Painting Worke.. |  2.0015e+06 | .0343512 |   704.0000 |       88 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .042777   |    1723.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
412. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Photographic P.. | 217903.1685 |  .042777 |  1723.0000 |       88 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .042777   |    1723.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
413. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Adhesive Bondi.. |  49897.2310 |  .042777 |  1723.0000 |       88 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .042777   |    1723.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
414. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Cleaning, Wash.. |  83337.3279 |  .042777 |  1723.0000 |       88 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |    .042777   |    1723.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
415. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Etchers, Engra.. | 219076.9099 | .0571151 |  4341.0000 |       89 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0571151   |    4341.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
417. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Paper Goods Ma.. | 500421.9184 | .0576828 |   159.0000 |       89 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0571151   |    4341.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
418. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     |    Tire Builders | 212114.6187 | .0571151 |  4341.0000 |       89 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0571151   |    4341.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
419. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Helpers--Produ.. | 397938.2614 | .0115212 |   127.0000 |       89 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0571151   |    4341.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
420. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Other producti.. |  9.2068e+06 | .0567514 |  3398.0000 |       89 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0571151   |    4341.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
426. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Driver/Sales W.. |  4.4848e+07 | .0573499 | 15552.0000 |       91 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0721166   |   19369.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
428. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Motor Vehicle .. | 494900.7052 | .0847359 |   160.0000 |       91 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0721166   |   19369.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
429. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Locomotive Eng.. | 606995.0679 |  .096395 |   271.0000 |       92 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .1070699   |     665.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
439. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Crane and Towe.. | 884420.3291 | .0430932 |   331.0000 |       95 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0410188   |     702.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
440. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Dredge, Excava.. | 663523.4883 | .0431766 |   292.0000 |       95 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0410188   |     702.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
441. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Conveyor opera.. | 142951.7135 | .0410188 |   702.0000 |       95 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0410188   |     702.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
442. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Industrial Tru.. |  7.3652e+06 | .0325654 |  2486.0000 |       96 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0430736   |   13871.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
443. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Cleaners of Ve.. |  3.4682e+06 | .0318612 |  1212.0000 |       96 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0430736   |   13871.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
444. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Laborers and F.. |  2.0217e+07 | .0589412 |  6518.0000 |       96 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0430736   |   13871.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
445. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Machine Feeder.. | 367976.4250 | .0430736 | 13871.0000 |       96 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0430736   |   13871.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
446. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Packers and Pa.. |  2.6538e+06 | .0642907 |   855.0000 |       96 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0430736   |   13871.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
448. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Refuse and Rec.. |  1.2108e+06 | .0456709 |   400.0000 |       97 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0529445   |     721.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

     +-------------------------------------------------------------------+
449. | occ2010_3d       |      wtsupp |  college |       nobs | occ20~2d |
     | Material movin.. | 648626.0586 | .0797597 |   251.0000 |       97 |
     |--------------------------------+----------------------------------|
     |   colle~2d   |      nobs_2d    |        _merge    |   white_~r    |
     |   .0529445   |     721.0000    |   matched (3)    |          0    |
     +-------------------------------------------------------------------+

.     twoway histogram college, start(0) vertical graphregion(color(white)) yti
> tle("Proportion") xtitle("Share college") color(navy)

.     // graph export occHist23_65.eps, replace
.     rename _merge _merge_old

.     save "${clnpath}cps_occ_class23_65", replace
file ../../../data/cps/cleaned/cps_occ_class23_65.dta saved

. restore

. 
. log close
      name:  <unnamed>
       log:  /hpc/group/econ/tmr17/Dropout-R1/src/data-cleaning/cps/IPUMS_CPS.l
> og
  log type:  text
 closed on:  29 Dec 2022, 09:38:22
-------------------------------------------------------------------------------
